BibTeX records: Giannis Nikolentzos

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@article{DBLP:journals/corr/abs-2402-02862,
  author       = {Giannis Nikolentzos and
                  Siyun Wang and
                  Johannes F. Lutzeyer and
                  Michalis Vazirgiannis},
  title        = {Graph Neural Machine: {A} New Model for Learning with Tabular Data},
  journal      = {CoRR},
  volume       = {abs/2402.02862},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.02862},
  doi          = {10.48550/ARXIV.2402.02862},
  eprinttype    = {arXiv},
  eprint       = {2402.02862},
  timestamp    = {Thu, 15 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-02862.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-01535,
  author       = {Iakovos Evdaimon and
                  Giannis Nikolentzos and
                  Michail Chatzianastasis and
                  Hadi Abdine and
                  Michalis Vazirgiannis},
  title        = {Neural Graph Generator: Feature-Conditioned Graph Generation using
                  Latent Diffusion Models},
  journal      = {CoRR},
  volume       = {abs/2403.01535},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.01535},
  doi          = {10.48550/ARXIV.2403.01535},
  eprinttype    = {arXiv},
  eprint       = {2403.01535},
  timestamp    = {Tue, 02 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-01535.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/NikolentzosVXLB23,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis and
                  Christos Xypolopoulos and
                  Markus Lingman and
                  Erik G. Brandt},
  title        = {Synthetic electronic health records generated with variational graph
                  autoencoders},
  journal      = {npj Digit. Medicine},
  volume       = {6},
  year         = {2023},
  url          = {https://doi.org/10.1038/s41746-023-00822-x},
  doi          = {10.1038/S41746-023-00822-X},
  timestamp    = {Sun, 31 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npjdm/NikolentzosVXLB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/NikolentzosDV23,
  author       = {Giannis Nikolentzos and
                  George Dasoulas and
                  Michalis Vazirgiannis},
  title        = {Permute Me Softly: Learning Soft Permutations for Graph Representations},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {45},
  number       = {4},
  pages        = {5087--5098},
  year         = {2023},
  url          = {https://doi.org/10.1109/TPAMI.2022.3188911},
  doi          = {10.1109/TPAMI.2022.3188911},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/NikolentzosDV23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/NikolentzosCV23,
  author       = {Giannis Nikolentzos and
                  Michail Chatzianastasis and
                  Michalis Vazirgiannis},
  editor       = {Francisco J. R. Ruiz and
                  Jennifer G. Dy and
                  Jan{-}Willem van de Meent},
  title        = {Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node
                  Representations},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  25-27 April 2023, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {1037--1054},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v206/nikolentzos23a.html},
  timestamp    = {Mon, 19 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/NikolentzosCV23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/NikolentzosV23,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Francisco J. R. Ruiz and
                  Jennifer G. Dy and
                  Jan{-}Willem van de Meent},
  title        = {Graph Alignment Kernels using Weisfeiler and Leman Hierarchies},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  25-27 April 2023, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {2019--2034},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v206/nikolentzos23b.html},
  timestamp    = {Mon, 19 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/NikolentzosV23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/NikolentzosV23a,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Francisco J. R. Ruiz and
                  Jennifer G. Dy and
                  Jan{-}Willem van de Meent},
  title        = {Geometric Random Walk Graph Neural Networks via Implicit Layers},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  25-27 April 2023, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {206},
  pages        = {2035--2053},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v206/nikolentzos23c.html},
  timestamp    = {Mon, 19 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/NikolentzosV23a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/EnnadirANVB23,
  author       = {Sofiane Ennadir and
                  Amr Alkhatib and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis and
                  Henrik Bostr{\"{o}}m},
  editor       = {Hocine Cherifi and
                  Luis M. Rocha and
                  Chantal Cherifi and
                  Murat Donduran},
  title        = {UnboundAttack: Generating Unbounded Adversarial Attacks to Graph Neural
                  Networks},
  booktitle    = {Complex Networks {\&} Their Applications {XII} - Proceedings of
                  The Twelfth International Conference on Complex Networks and their
                  Applications: {COMPLEX} {NETWORKS} 2023, Menton, France, 28-30 November,
                  2023, Volume 1},
  series       = {Studies in Computational Intelligence},
  volume       = {1141},
  pages        = {100--111},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-3-031-53468-3\_9},
  doi          = {10.1007/978-3-031-53468-3\_9},
  timestamp    = {Mon, 15 Apr 2024 14:47:50 +0200},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/EnnadirANVB23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MichelNLV23,
  author       = {Gaspard Michel and
                  Giannis Nikolentzos and
                  Johannes F. Lutzeyer and
                  Michalis Vazirgiannis},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Path Neural Networks: Expressive and Accurate Graph Neural Networks},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {24737--24755},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/michel23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MichelNLV23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-10851,
  author       = {Giannis Nikolentzos and
                  Michail Chatzianastasis and
                  Michalis Vazirgiannis},
  title        = {What Do GNNs Actually Learn? Towards Understanding their Representations},
  journal      = {CoRR},
  volume       = {abs/2304.10851},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.10851},
  doi          = {10.48550/ARXIV.2304.10851},
  eprinttype    = {arXiv},
  eprint       = {2304.10851},
  timestamp    = {Tue, 02 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-10851.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-05955,
  author       = {Gaspard Michel and
                  Giannis Nikolentzos and
                  Johannes F. Lutzeyer and
                  Michalis Vazirgiannis},
  title        = {Path Neural Networks: Expressive and Accurate Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2306.05955},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.05955},
  doi          = {10.48550/ARXIV.2306.05955},
  eprinttype    = {arXiv},
  eprint       = {2306.05955},
  timestamp    = {Wed, 14 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-05955.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-05217,
  author       = {Michail Chatzianastasis and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Supervised Attention Using Homophily in Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2307.05217},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.05217},
  doi          = {10.48550/ARXIV.2307.05217},
  eprinttype    = {arXiv},
  eprint       = {2307.05217},
  timestamp    = {Mon, 24 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-05217.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-03210,
  author       = {Chrysoula Kosma and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Time-Parameterized Convolutional Neural Networks for Irregularly Sampled
                  Time Series},
  journal      = {CoRR},
  volume       = {abs/2308.03210},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.03210},
  doi          = {10.48550/ARXIV.2308.03210},
  eprinttype    = {arXiv},
  eprint       = {2308.03210},
  timestamp    = {Mon, 21 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-03210.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/KosmaNXV22,
  author       = {Chrysoula Kosma and
                  Giannis Nikolentzos and
                  Nancy Xu and
                  Michalis Vazirgiannis},
  editor       = {Elias Pimenidis and
                  Plamen P. Angelov and
                  Chrisina Jayne and
                  Antonios Papaleonidas and
                  Mehmet Aydin},
  title        = {Time Series Forecasting Models Copy the Past: How to Mitigate},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
                  International Conference on Artificial Neural Networks, Bristol, UK,
                  September 6-9, 2022, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13529},
  pages        = {366--378},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-15919-0\_31},
  doi          = {10.1007/978-3-031-15919-0\_31},
  timestamp    = {Wed, 21 Sep 2022 21:26:03 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/KosmaNXV22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/setn/Chatzianastasis22,
  author       = {Michail Chatzianastasis and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Mass Enhanced Node Embeddings for Drug Repurposing},
  booktitle    = {{SETN} 2022: 12th Hellenic Conference on Artificial Intelligence,
                  Corfu, Greece, September 7 - 9, 2022},
  pages        = {5:1--5:5},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3549737.3549813},
  doi          = {10.1145/3549737.3549813},
  timestamp    = {Thu, 28 Mar 2024 11:35:05 +0100},
  biburl       = {https://dblp.org/rec/conf/setn/Chatzianastasis22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-14275,
  author       = {Nancy Xu and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis and
                  Henrik Bostr{\"{o}}m},
  title        = {Image Keypoint Matching using Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2205.14275},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.14275},
  doi          = {10.48550/ARXIV.2205.14275},
  eprinttype    = {arXiv},
  eprint       = {2205.14275},
  timestamp    = {Wed, 01 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-14275.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-13441,
  author       = {Chrysoula Kosma and
                  Giannis Nikolentzos and
                  Nancy Xu and
                  Michalis Vazirgiannis},
  title        = {Time Series Forecasting Models Copy the Past: How to Mitigate},
  journal      = {CoRR},
  volume       = {abs/2207.13441},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.13441},
  doi          = {10.48550/ARXIV.2207.13441},
  eprinttype    = {arXiv},
  eprint       = {2207.13441},
  timestamp    = {Mon, 01 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-13441.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-02501,
  author       = {Giannis Nikolentzos and
                  Michail Chatzianastasis and
                  Michalis Vazirgiannis},
  title        = {Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node
                  Representations},
  journal      = {CoRR},
  volume       = {abs/2211.02501},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.02501},
  doi          = {10.48550/ARXIV.2211.02501},
  eprinttype    = {arXiv},
  eprint       = {2211.02501},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-02501.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/NikolentzosSV21,
  author       = {Giannis Nikolentzos and
                  Giannis Siglidis and
                  Michalis Vazirgiannis},
  title        = {Graph Kernels: {A} Survey},
  journal      = {J. Artif. Intell. Res.},
  volume       = {72},
  pages        = {943--1027},
  year         = {2021},
  url          = {https://doi.org/10.1613/jair.1.13225},
  doi          = {10.1613/JAIR.1.13225},
  timestamp    = {Fri, 25 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/NikolentzosSV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/NikolentzosV21,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Learning Structural Node Representations Using Graph Kernels},
  journal      = {{IEEE} Trans. Knowl. Data Eng.},
  volume       = {33},
  number       = {5},
  pages        = {2045--2056},
  year         = {2021},
  url          = {https://doi.org/10.1109/TKDE.2019.2947478},
  doi          = {10.1109/TKDE.2019.2947478},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkde/NikolentzosV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/PanagopoulosNV21,
  author       = {George Panagopoulos and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Transfer Graph Neural Networks for Pandemic Forecasting},
  booktitle    = {Thirty-Fifth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2021, Thirty-Third Conference on Innovative Applications of Artificial
                  Intelligence, {IAAI} 2021, The Eleventh Symposium on Educational Advances
                  in Artificial Intelligence, {EAAI} 2021, Virtual Event, February 2-9,
                  2021},
  pages        = {4838--4845},
  publisher    = {{AAAI} Press},
  year         = {2021},
  url          = {https://doi.org/10.1609/aaai.v35i6.16616},
  doi          = {10.1609/AAAI.V35I6.16616},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/PanagopoulosNV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/XuNVB21,
  author       = {Nancy Xu and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis and
                  Henrik Bostr{\"{o}}m},
  editor       = {Rosa Mar{\'{\i}}a Benito and
                  Chantal Cherifi and
                  Hocine Cherifi and
                  Esteban Moro and
                  Luis M. Rocha and
                  Marta Sales{-}Pardo},
  title        = {Image Keypoint Matching Using Graph Neural Networks},
  booktitle    = {Complex Networks {\&} Their Applications {X} - Volume 2, Proceedings
                  of the Tenth International Conference on Complex Networks and Their
                  Applications {COMPLEX} {NETWORKS} 2021, Madrid, Spain, November 30
                  - December 2, 2021},
  series       = {Studies in Computational Intelligence},
  volume       = {1016},
  pages        = {441--451},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-93413-2\_37},
  doi          = {10.1007/978-3-030-93413-2\_37},
  timestamp    = {Mon, 26 Jun 2023 20:46:27 +0200},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/XuNVB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/NikolentzosPV21,
  author       = {Giannis Nikolentzos and
                  George Panagopoulos and
                  Michalis Vazirgiannis},
  editor       = {Igor Farkas and
                  Paolo Masulli and
                  Sebastian Otte and
                  Stefan Wermter},
  title        = {An Empirical Study of the Expressiveness of Graph Kernels and Graph
                  Neural Networks},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2021 - 30th
                  International Conference on Artificial Neural Networks, Bratislava,
                  Slovakia, September 14-17, 2021, Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12893},
  pages        = {139--150},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-86365-4\_12},
  doi          = {10.1007/978-3-030-86365-4\_12},
  timestamp    = {Tue, 14 Sep 2021 19:09:25 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/NikolentzosPV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/DasoulasNSVV21,
  author       = {George Dasoulas and
                  Giannis Nikolentzos and
                  Kevin Scaman and
                  Aladin Virmaux and
                  Michalis Vazirgiannis},
  title        = {Ego-Based Entropy Measures for Structural Representations on Graphs},
  booktitle    = {{IEEE} International Conference on Acoustics, Speech and Signal Processing,
                  {ICASSP} 2021, Toronto, ON, Canada, June 6-11, 2021},
  pages        = {3210--3214},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICASSP39728.2021.9414279},
  doi          = {10.1109/ICASSP39728.2021.9414279},
  timestamp    = {Thu, 08 Jul 2021 17:12:48 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/DasoulasNSVV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/21/NikolentzosPEV21,
  author       = {Giannis Nikolentzos and
                  George Panagopoulos and
                  Iakovos Evdaimon and
                  Michalis Vazirgiannis},
  editor       = {Yannis Manolopoulos and
                  Thanasis Vergoulis},
  title        = {Can Author Collaboration Reveal Impact? The Case of h-index},
  booktitle    = {Predicting the Dynamics of Research Impact},
  pages        = {177--194},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-86668-6\_8},
  doi          = {10.1007/978-3-030-86668-6\_8},
  timestamp    = {Tue, 05 Jul 2022 16:24:14 +0200},
  biburl       = {https://dblp.org/rec/books/sp/21/NikolentzosPEV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-08735,
  author       = {George Dasoulas and
                  Giannis Nikolentzos and
                  Kevin Scaman and
                  Aladin Virmaux and
                  Michalis Vazirgiannis},
  title        = {Ego-based Entropy Measures for Structural Representations on Graphs},
  journal      = {CoRR},
  volume       = {abs/2102.08735},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.08735},
  eprinttype    = {arXiv},
  eprint       = {2102.08735},
  timestamp    = {Fri, 19 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-08735.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-05562,
  author       = {Giannis Nikolentzos and
                  George Panagopoulos and
                  Iakovos Evdaimon and
                  Michalis Vazirgiannis},
  title        = {Can Author Collaboration Reveal Impact? The Case of h-index},
  journal      = {CoRR},
  volume       = {abs/2104.05562},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.05562},
  eprinttype    = {arXiv},
  eprint       = {2104.05562},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-05562.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-01872,
  author       = {Giannis Nikolentzos and
                  George Dasoulas and
                  Michalis Vazirgiannis},
  title        = {Permute Me Softly: Learning Soft Permutations for Graph Representations},
  journal      = {CoRR},
  volume       = {abs/2110.01872},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.01872},
  eprinttype    = {arXiv},
  eprint       = {2110.01872},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-01872.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-00566,
  author       = {Hadi Abdine and
                  Yanzhu Guo and
                  Moussa Kamal Eddine and
                  Giannis Nikolentzos and
                  Stamatis Outsios and
                  Guokan Shang and
                  Christos Xypolopoulos and
                  Michalis Vazirgiannis},
  title        = {{NLP} Research and Resources at DaSciM, Ecole Polytechnique},
  journal      = {CoRR},
  volume       = {abs/2112.00566},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.00566},
  eprinttype    = {arXiv},
  eprint       = {2112.00566},
  timestamp    = {Tue, 07 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-00566.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SiglidisNLGSV20,
  author       = {Giannis Siglidis and
                  Giannis Nikolentzos and
                  Stratis Limnios and
                  Christos Giatsidis and
                  Konstantinos Skianis and
                  Michalis Vazirgiannis},
  title        = {GraKeL: {A} Graph Kernel Library in Python},
  journal      = {J. Mach. Learn. Res.},
  volume       = {21},
  pages        = {54:1--54:5},
  year         = {2020},
  url          = {https://www.jmlr.org/papers/v21/18-370.html},
  timestamp    = {Thu, 12 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/SiglidisNLGSV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/NikolentzosDV20,
  author       = {Giannis Nikolentzos and
                  George Dasoulas and
                  Michalis Vazirgiannis},
  title        = {k-hop graph neural networks},
  journal      = {Neural Networks},
  volume       = {130},
  pages        = {195--205},
  year         = {2020},
  url          = {https://doi.org/10.1016/j.neunet.2020.07.008},
  doi          = {10.1016/J.NEUNET.2020.07.008},
  timestamp    = {Sun, 11 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nn/NikolentzosDV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NikolentzosTV20,
  author       = {Giannis Nikolentzos and
                  Antoine J.{-}P. Tixier and
                  Michalis Vazirgiannis},
  title        = {Message Passing Attention Networks for Document Understanding},
  booktitle    = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2020, The Thirty-Second Innovative Applications of Artificial Intelligence
                  Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
                  Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
                  February 7-12, 2020},
  pages        = {8544--8551},
  publisher    = {{AAAI} Press},
  year         = {2020},
  url          = {https://doi.org/10.1609/aaai.v34i05.6376},
  doi          = {10.1609/AAAI.V34I05.6376},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/NikolentzosTV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SkianisNLV20,
  author       = {Konstantinos Skianis and
                  Giannis Nikolentzos and
                  Stratis Limnios and
                  Michalis Vazirgiannis},
  editor       = {Silvia Chiappa and
                  Roberto Calandra},
  title        = {Rep the Set: Neural Networks for Learning Set Representations},
  booktitle    = {The 23rd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  series       = {Proceedings of Machine Learning Research},
  volume       = {108},
  pages        = {1410--1420},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v108/skianis20a.html},
  timestamp    = {Mon, 29 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/SkianisNLV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/RennardNV20,
  author       = {Virgile Rennard and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Rosa M. Benito and
                  Chantal Cherifi and
                  Hocine Cherifi and
                  Esteban Moro and
                  Luis Mateus Rocha and
                  Marta Sales{-}Pardo},
  title        = {Graph Auto-Encoders for Learning Edge Representations},
  booktitle    = {Complex Networks {\&} Their Applications {IX} - Volume 2, Proceedings
                  of the Ninth International Conference on Complex Networks and Their
                  Applications, {COMPLEX} {NETWORKS} 2020, 1-3 December 2020, Madrid,
                  Spain},
  series       = {Studies in Computational Intelligence},
  volume       = {944},
  pages        = {117--129},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-65351-4\_10},
  doi          = {10.1007/978-3-030-65351-4\_10},
  timestamp    = {Sun, 02 Oct 2022 15:57:51 +0200},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/RennardNV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/NikolentzosTRV20,
  author       = {Giannis Nikolentzos and
                  Michalis Thomas and
                  Ad{\'{\i}}n Ram{\'{\i}}rez Rivera and
                  Michalis Vazirgiannis},
  editor       = {Rosa M. Benito and
                  Chantal Cherifi and
                  Hocine Cherifi and
                  Esteban Moro and
                  Luis Mateus Rocha and
                  Marta Sales{-}Pardo},
  title        = {Image Classification Using Graph-Based Representations and Graph Neural
                  Networks},
  booktitle    = {Complex Networks {\&} Their Applications {IX} - Volume 2, Proceedings
                  of the Ninth International Conference on Complex Networks and Their
                  Applications, {COMPLEX} {NETWORKS} 2020, 1-3 December 2020, Madrid,
                  Spain},
  series       = {Studies in Computational Intelligence},
  volume       = {944},
  pages        = {142--153},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-65351-4\_12},
  doi          = {10.1007/978-3-030-65351-4\_12},
  timestamp    = {Fri, 26 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/NikolentzosTRV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/WuNV20,
  author       = {Changmin Wu and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Igor Farkas and
                  Paolo Masulli and
                  Stefan Wermter},
  title        = {EvoNet: {A} Neural Network for Predicting the Evolution of Dynamic
                  Graphs},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2020 - 29th
                  International Conference on Artificial Neural Networks, Bratislava,
                  Slovakia, September 15-18, 2020, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12396},
  pages        = {594--606},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-61609-0\_47},
  doi          = {10.1007/978-3-030-61609-0\_47},
  timestamp    = {Tue, 20 Oct 2020 17:51:28 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/WuNV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/NikolentzosV20,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Random Walk Graph Neural Networks},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/ba95d78a7c942571185308775a97a3a0-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/NikolentzosV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-00553,
  author       = {George Dasoulas and
                  Giannis Nikolentzos and
                  Kevin Scaman and
                  Aladin Virmaux and
                  Michalis Vazirgiannis},
  title        = {Ego-based Entropy Measures for Structural Representations},
  journal      = {CoRR},
  volume       = {abs/2003.00553},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.00553},
  eprinttype    = {arXiv},
  eprint       = {2003.00553},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-00553.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-00842,
  author       = {Changmin Wu and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {EvoNet: {A} Neural Network for Predicting the Evolution of Dynamic
                  Graphs},
  journal      = {CoRR},
  volume       = {abs/2003.00842},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.00842},
  eprinttype    = {arXiv},
  eprint       = {2003.00842},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-00842.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-08388,
  author       = {George Panagopoulos and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {United We Stand: Transfer Graph Neural Networks for Pandemic Forecasting},
  journal      = {CoRR},
  volume       = {abs/2009.08388},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.08388},
  eprinttype    = {arXiv},
  eprint       = {2009.08388},
  timestamp    = {Wed, 23 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-08388.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/joi/GiatsidisNZTV19,
  author       = {Christos Giatsidis and
                  Giannis Nikolentzos and
                  Chenhui Zhang and
                  Jie Tang and
                  Michalis Vazirgiannis},
  title        = {Rooted citation graphs density metrics for research papers influence
                  evaluation},
  journal      = {J. Informetrics},
  volume       = {13},
  number       = {2},
  pages        = {757--768},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.joi.2019.03.006},
  doi          = {10.1016/J.JOI.2019.03.006},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/joi/GiatsidisNZTV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/VazirgiannisNS19,
  author       = {Michalis Vazirgiannis and
                  Giannis Nikolentzos and
                  Giannis Siglidis},
  editor       = {Wenwu Zhu and
                  Dacheng Tao and
                  Xueqi Cheng and
                  Peng Cui and
                  Elke A. Rundensteiner and
                  David Carmel and
                  Qi He and
                  Jeffrey Xu Yu},
  title        = {Machine Learning on Graphs with Kernels},
  booktitle    = {Proceedings of the 28th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2019, Beijing, China, November 3-7,
                  2019},
  pages        = {2983--2984},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3357384.3360986},
  doi          = {10.1145/3357384.3360986},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/VazirgiannisNS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/WuNV19,
  author       = {Changmin Wu and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Hocine Cherifi and
                  Sabrina Gaito and
                  Jos{\'{e}} Fernendo Mendes and
                  Esteban Moro and
                  Luis Mateus Rocha},
  title        = {Matching Node Embeddings Using Valid Assignment Kernels},
  booktitle    = {Complex Networks and Their Applications {VIII} - Volume 1 Proceedings
                  of the Eighth International Conference on Complex Networks and Their
                  Applications {COMPLEX} {NETWORKS} 2019, Lisbon, Portugal, December
                  10-12, 2019},
  series       = {Studies in Computational Intelligence},
  volume       = {881},
  pages        = {810--821},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-36687-2\_67},
  doi          = {10.1007/978-3-030-36687-2\_67},
  timestamp    = {Sun, 02 Oct 2022 15:57:51 +0200},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/WuNV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/TixierNMV19,
  author       = {Antoine J.{-}P. Tixier and
                  Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Michalis Vazirgiannis},
  editor       = {Igor V. Tetko and
                  Vera Kurkov{\'{a}} and
                  Pavel Karpov and
                  Fabian J. Theis},
  title        = {Graph Classification with 2D Convolutional Neural Networks},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2019 - 28th
                  International Conference on Artificial Neural Networks, Munich, Germany,
                  September 17-19, 2019, Proceedings - Workshop and Special Sessions},
  series       = {Lecture Notes in Computer Science},
  volume       = {11731},
  pages        = {578--593},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-30493-5\_54},
  doi          = {10.1007/978-3-030-30493-5\_54},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/TixierNMV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-01962,
  author       = {Konstantinos Skianis and
                  Giannis Nikolentzos and
                  Stratis Limnios and
                  Michalis Vazirgiannis},
  title        = {Rep the Set: Neural Networks for Learning Set Representations},
  journal      = {CoRR},
  volume       = {abs/1904.01962},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.01962},
  eprinttype    = {arXiv},
  eprint       = {1904.01962},
  timestamp    = {Wed, 24 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-01962.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-12218,
  author       = {Giannis Nikolentzos and
                  Giannis Siglidis and
                  Michalis Vazirgiannis},
  title        = {Graph Kernels: {A} Survey},
  journal      = {CoRR},
  volume       = {abs/1904.12218},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.12218},
  eprinttype    = {arXiv},
  eprint       = {1904.12218},
  timestamp    = {Thu, 02 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-12218.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-06051,
  author       = {Giannis Nikolentzos and
                  George Dasoulas and
                  Michalis Vazirgiannis},
  title        = {k-hop Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1907.06051},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.06051},
  eprinttype    = {arXiv},
  eprint       = {1907.06051},
  timestamp    = {Wed, 17 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-06051.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06267,
  author       = {Giannis Nikolentzos and
                  Antoine J.{-}P. Tixier and
                  Michalis Vazirgiannis},
  title        = {Message Passing Attention Networks for Document Understanding},
  journal      = {CoRR},
  volume       = {abs/1908.06267},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.06267},
  eprinttype    = {arXiv},
  eprint       = {1908.06267},
  timestamp    = {Mon, 26 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-06267.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06320,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Revisiting the Graph Isomorphism Problem with Semidefinite Programming},
  journal      = {CoRR},
  volume       = {abs/1908.06320},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.06320},
  eprinttype    = {arXiv},
  eprint       = {1908.06320},
  timestamp    = {Mon, 26 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-06320.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/NikolentzosV18,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Alfredo Cuzzocrea and
                  James Allan and
                  Norman W. Paton and
                  Divesh Srivastava and
                  Rakesh Agrawal and
                  Andrei Z. Broder and
                  Mohammed J. Zaki and
                  K. Sel{\c{c}}uk Candan and
                  Alexandros Labrinidis and
                  Assaf Schuster and
                  Haixun Wang},
  title        = {Enhancing Graph Kernels via Successive Embeddings},
  booktitle    = {Proceedings of the 27th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2018, Torino, Italy, October 22-26,
                  2018},
  pages        = {1583--1586},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3269206.3269289},
  doi          = {10.1145/3269206.3269289},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/NikolentzosV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/VazirgiannisMN18,
  author       = {Michalis Vazirgiannis and
                  Fragkiskos D. Malliaros and
                  Giannis Nikolentzos},
  editor       = {Alfredo Cuzzocrea and
                  James Allan and
                  Norman W. Paton and
                  Divesh Srivastava and
                  Rakesh Agrawal and
                  Andrei Z. Broder and
                  Mohammed J. Zaki and
                  K. Sel{\c{c}}uk Candan and
                  Alexandros Labrinidis and
                  Assaf Schuster and
                  Haixun Wang},
  title        = {GraphRep: Boosting Text Mining, {NLP} and Information Retrieval with
                  Graphs},
  booktitle    = {Proceedings of the 27th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2018, Torino, Italy, October 22-26,
                  2018},
  pages        = {2295--2296},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3269206.3274273},
  doi          = {10.1145/3269206.3274273},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/VazirgiannisMN18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/complexnetworks/SteenfattNVZ18,
  author       = {Niklas Steenfatt and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis and
                  Qiang Zhao},
  editor       = {Luca Maria Aiello and
                  Chantal Cherifi and
                  Hocine Cherifi and
                  Renaud Lambiotte and
                  Pietro Li{\'{o}} and
                  Luis M. Rocha},
  title        = {Learning Structural Node Representations on Directed Graphs},
  booktitle    = {Complex Networks and Their Applications {VII} - Volume 2 Proceedings
                  The 7th International Conference on Complex Networks and Their Applications
                  {COMPLEX} {NETWORKS} 2018},
  series       = {Studies in Computational Intelligence},
  volume       = {813},
  pages        = {132--144},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-05414-4\_11},
  doi          = {10.1007/978-3-030-05414-4\_11},
  timestamp    = {Thu, 07 Jul 2022 13:32:56 +0200},
  biburl       = {https://dblp.org/rec/conf/complexnetworks/SteenfattNVZ18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecir/MeladianosXNV18,
  author       = {Polykarpos Meladianos and
                  Christos Xypolopoulos and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Gabriella Pasi and
                  Benjamin Piwowarski and
                  Leif Azzopardi and
                  Allan Hanbury},
  title        = {An Optimization Approach for Sub-event Detection and Summarization
                  in Twitter},
  booktitle    = {Advances in Information Retrieval - 40th European Conference on {IR}
                  Research, {ECIR} 2018, Grenoble, France, March 26-29, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10772},
  pages        = {481--493},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-76941-7\_36},
  doi          = {10.1007/978-3-319-76941-7\_36},
  timestamp    = {Thu, 14 Oct 2021 09:46:34 +0200},
  biburl       = {https://dblp.org/rec/conf/ecir/MeladianosXNV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/NikolentzosMTSV18,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Antoine Jean{-}Pierre Tixier and
                  Konstantinos Skianis and
                  Michalis Vazirgiannis},
  editor       = {Vera Kurkov{\'{a}} and
                  Yannis Manolopoulos and
                  Barbara Hammer and
                  Lazaros S. Iliadis and
                  Ilias Maglogiannis},
  title        = {Kernel Graph Convolutional Neural Networks},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
                  International Conference on Artificial Neural Networks, Rhodes, Greece,
                  October 4-7, 2018, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11139},
  pages        = {22--32},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-01418-6\_3},
  doi          = {10.1007/978-3-030-01418-6\_3},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/NikolentzosMTSV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/NikolentzosMLV18,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Stratis Limnios and
                  Michalis Vazirgiannis},
  editor       = {J{\'{e}}r{\^{o}}me Lang},
  title        = {A Degeneracy Framework for Graph Similarity},
  booktitle    = {Proceedings of the Twenty-Seventh International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
                  Sweden},
  pages        = {2595--2601},
  publisher    = {ijcai.org},
  year         = {2018},
  url          = {https://doi.org/10.24963/ijcai.2018/360},
  doi          = {10.24963/IJCAI.2018/360},
  timestamp    = {Tue, 20 Aug 2019 16:19:08 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/NikolentzosMLV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-02193,
  author       = {Giannis Siglidis and
                  Giannis Nikolentzos and
                  Stratis Limnios and
                  Christos Giatsidis and
                  Konstantinos Skianis and
                  Michalis Vazirgiannis},
  title        = {GraKeL: {A} Graph Kernel Library in Python},
  journal      = {CoRR},
  volume       = {abs/1806.02193},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.02193},
  eprinttype    = {arXiv},
  eprint       = {1806.02193},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-02193.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-02510,
  author       = {Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  title        = {Message Passing Graph Kernels},
  journal      = {CoRR},
  volume       = {abs/1808.02510},
  year         = {2018},
  url          = {http://arxiv.org/abs/1808.02510},
  eprinttype    = {arXiv},
  eprint       = {1808.02510},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1808-02510.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/gr/Nikolentzos17,
  author       = {Giannis Nikolentzos},
  title        = {Machine learning on graphs: algorithms and applications},
  school       = {Athens University Economics and Business, Greece},
  year         = {2017},
  url          = {http://hdl.handle.net/10442/hedi/42338},
  timestamp    = {Wed, 17 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/gr/Nikolentzos17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NikolentzosMV17,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Michalis Vazirgiannis},
  editor       = {Satinder Singh and
                  Shaul Markovitch},
  title        = {Matching Node Embeddings for Graph Similarity},
  booktitle    = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
                  February 4-9, 2017, San Francisco, California, {USA}},
  pages        = {2429--2435},
  publisher    = {{AAAI} Press},
  year         = {2017},
  url          = {https://doi.org/10.1609/aaai.v31i1.10839},
  doi          = {10.1609/AAAI.V31I1.10839},
  timestamp    = {Mon, 04 Sep 2023 14:40:32 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/NikolentzosMV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eacl/RousseauVNMS17,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Fran{\c{c}}ois Rousseau and
                  Yannis Stavrakas and
                  Michalis Vazirgiannis},
  editor       = {Mirella Lapata and
                  Phil Blunsom and
                  Alexander Koller},
  title        = {Multivariate Gaussian Document Representation from Word Embeddings
                  for Text Categorization},
  booktitle    = {Proceedings of the 15th Conference of the European Chapter of the
                  Association for Computational Linguistics, {EACL} 2017, Valencia,
                  Spain, April 3-7, 2017, Volume 2: Short Papers},
  pages        = {450--455},
  publisher    = {Association for Computational Linguistics},
  year         = {2017},
  url          = {https://doi.org/10.18653/v1/e17-2072},
  doi          = {10.18653/V1/E17-2072},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eacl/RousseauVNMS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eacl/VazirgiannisTMN17,
  author       = {Polykarpos Meladianos and
                  Antoine J.{-}P. Tixier and
                  Giannis Nikolentzos and
                  Michalis Vazirgiannis},
  editor       = {Mirella Lapata and
                  Phil Blunsom and
                  Alexander Koller},
  title        = {Real-Time Keyword Extraction from Conversations},
  booktitle    = {Proceedings of the 15th Conference of the European Chapter of the
                  Association for Computational Linguistics, {EACL} 2017, Valencia,
                  Spain, April 3-7, 2017, Volume 2: Short Papers},
  pages        = {462--467},
  publisher    = {Association for Computational Linguistics},
  year         = {2017},
  url          = {https://doi.org/10.18653/v1/e17-2074},
  doi          = {10.18653/V1/E17-2074},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eacl/VazirgiannisTMN17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/NikolentzosMRSV17,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Fran{\c{c}}ois Rousseau and
                  Yannis Stavrakas and
                  Michalis Vazirgiannis},
  editor       = {Martha Palmer and
                  Rebecca Hwa and
                  Sebastian Riedel},
  title        = {Shortest-Path Graph Kernels for Document Similarity},
  booktitle    = {Proceedings of the 2017 Conference on Empirical Methods in Natural
                  Language Processing, {EMNLP} 2017, Copenhagen, Denmark, September
                  9-11, 2017},
  pages        = {1890--1900},
  publisher    = {Association for Computational Linguistics},
  year         = {2017},
  url          = {https://doi.org/10.18653/v1/d17-1202},
  doi          = {10.18653/V1/D17-1202},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/emnlp/NikolentzosMRSV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NikolentzosMSV17,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Yannis Stavrakas and
                  Michalis Vazirgiannis},
  editor       = {Michelangelo Ceci and
                  Jaakko Hollm{\'{e}}n and
                  Ljupco Todorovski and
                  Celine Vens and
                  Saso Dzeroski},
  title        = {K-Clique-Graphs for Dense Subgraph Discovery},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10534},
  pages        = {617--633},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-71249-9\_37},
  doi          = {10.1007/978-3-319-71249-9\_37},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/NikolentzosMSV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-02218,
  author       = {Antoine Jean{-}Pierre Tixier and
                  Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Michalis Vazirgiannis},
  title        = {Classifying Graphs as Images with Convolutional Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1708.02218},
  year         = {2017},
  url          = {http://arxiv.org/abs/1708.02218},
  eprinttype    = {arXiv},
  eprint       = {1708.02218},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1708-02218.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-10689,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Antoine Jean{-}Pierre Tixier and
                  Konstantinos Skianis and
                  Michalis Vazirgiannis},
  title        = {Kernel Graph Convolutional Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1710.10689},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.10689},
  eprinttype    = {arXiv},
  eprint       = {1710.10689},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-10689.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/NikolentzosMSV16,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Yannis Stavrakas and
                  Michalis Vazirgiannis},
  title        = {K-clique-graphs for Dense Subgraph Discovery},
  journal      = {CoRR},
  volume       = {abs/1610.06008},
  year         = {2016},
  url          = {http://arxiv.org/abs/1610.06008},
  eprinttype    = {arXiv},
  eprint       = {1610.06008},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/NikolentzosMSV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/MeladianosNRSV15,
  author       = {Polykarpos Meladianos and
                  Giannis Nikolentzos and
                  Fran{\c{c}}ois Rousseau and
                  Yannis Stavrakas and
                  Michalis Vazirgiannis},
  editor       = {Meeyoung Cha and
                  Cecilia Mascolo and
                  Christian Sandvig},
  title        = {Degeneracy-Based Real-Time Sub-Event Detection in Twitter Stream},
  booktitle    = {Proceedings of the Ninth International Conference on Web and Social
                  Media, {ICWSM} 2015, University of Oxford, Oxford, UK, May 26-29,
                  2015},
  pages        = {248--257},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM15/paper/view/10502},
  timestamp    = {Fri, 05 Feb 2021 11:07:20 +0100},
  biburl       = {https://dblp.org/rec/conf/icwsm/MeladianosNRSV15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/trec/NikolentzosMLV15,
  author       = {Giannis Nikolentzos and
                  Polykarpos Meladianos and
                  Nektarios Liakis and
                  Michalis Vazirgiannis},
  editor       = {Ellen M. Voorhees and
                  Angela Ellis},
  title        = {{AUEB} at {TREC} 2015: Clinical Decision Support Track},
  booktitle    = {Proceedings of The Twenty-Fourth Text REtrieval Conference, {TREC}
                  2015, Gaithersburg, Maryland, USA, November 17-20, 2015},
  series       = {{NIST} Special Publication},
  volume       = {500-319},
  publisher    = {National Institute of Standards and Technology {(NIST)}},
  year         = {2015},
  url          = {http://trec.nist.gov/pubs/trec24/papers/DBNET\_AUEB-CL.pdf},
  timestamp    = {Wed, 03 Feb 2021 08:31:23 +0100},
  biburl       = {https://dblp.org/rec/conf/trec/NikolentzosMLV15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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