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ORCIDBibTeX records: Mélanie Ducoffe
@article{DBLP:journals/sttt/DucoffeGOOV24,
author = {M{\'{e}}lanie Ducoffe and
Christophe Gabreau and
Ileana Ober and
Iulian Ober and
Guillaume Vidot},
title = {Certification of avionic software based on machine learning: the case
for formal monotony analysis},
journal = {Int. J. Softw. Tools Technol. Transf.},
volume = {26},
number = {2},
pages = {189--205},
year = {2024},
url = {https://doi.org/10.1007/s10009-024-00741-6},
doi = {10.1007/S10009-024-00741-6},
timestamp = {Fri, 29 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sttt/DucoffeGOOV24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-06821,
author = {M{\'{e}}lanie Ducoffe and
Guillaume Pov{\'{e}}da and
Audrey Galametz and
Ryma Boumazouza and
Marion{-}C{\'{e}}cile Martin and
Julien Baris and
Derk Daverschot and
Eugene O'Higgins},
title = {Surrogate Neural Networks Local Stability for Aircraft Predictive
Maintenance},
journal = {CoRR},
volume = {abs/2401.06821},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.06821},
doi = {10.48550/ARXIV.2401.06821},
eprinttype = {arXiv},
eprint = {2401.06821},
timestamp = {Thu, 01 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-06821.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-00035,
author = {Yizhak Yisrael Elboher and
Raya Elsaleh and
Omri Isac and
M{\'{e}}lanie Ducoffe and
Audrey Galametz and
Guillaume Pov{\'{e}}da and
Ryma Boumazouza and
No{\'{e}}mie Cohen and
Guy Katz},
title = {Robustness Assessment of a Runway Object Classifier for Safe Aircraft
Taxiing},
journal = {CoRR},
volume = {abs/2402.00035},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.00035},
doi = {10.48550/ARXIV.2402.00035},
eprinttype = {arXiv},
eprint = {2402.00035},
timestamp = {Fri, 09 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-00035.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-08788,
author = {No{\'{e}}mie Cohen and
M{\'{e}}lanie Ducoffe and
Ryma Boumazouza and
Christophe Gabreau and
Claire Pagetti and
Xavier Pucel and
Audrey Galametz},
title = {Verification for Object Detection - {IBP} IoU},
journal = {CoRR},
volume = {abs/2403.08788},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.08788},
doi = {10.48550/ARXIV.2403.08788},
eprinttype = {arXiv},
eprint = {2403.08788},
timestamp = {Fri, 05 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-08788.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/FelDVCCNS23,
author = {Thomas Fel and
Melanie Ducoffe and
David Vigouroux and
R{\'{e}}mi Cad{\`{e}}ne and
Mikael Capelle and
Claire Nicod{\`{e}}me and
Thomas Serre},
title = {Don't Lie to Me! Robust and Efficient Explainability with Verified
Perturbation Analysis},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023, Vancouver, BC, Canada, June 17-24, 2023},
pages = {16153--16163},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CVPR52729.2023.01550},
doi = {10.1109/CVPR52729.2023.01550},
timestamp = {Tue, 29 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/FelDVCCNS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-09938,
author = {M{\'{e}}lanie Ducoffe and
Maxime Carrere and
L{\'{e}}o F{\'{e}}liers and
Adrien Gauffriau and
Vincent Mussot and
Claire Pagetti and
Thierry Sammour},
title = {{LARD} - Landing Approach Runway Detection - Dataset for Vision Based
Landing},
journal = {CoRR},
volume = {abs/2304.09938},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.09938},
doi = {10.48550/ARXIV.2304.09938},
eprinttype = {arXiv},
eprint = {2304.09938},
timestamp = {Mon, 24 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-09938.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fmics/VidotDGOO22,
author = {Guillaume Vidot and
M{\'{e}}lanie Ducoffe and
Christophe Gabreau and
Ileana Ober and
Iulian Ober},
editor = {Jan Friso Groote and
Marieke Huisman},
title = {Formal Monotony Analysis of Neural Networks with Mixed Inputs: An
Asset for Certification},
booktitle = {Formal Methods for Industrial Critical Systems - 27th International
Conference, {FMICS} 2022, Warsaw, Poland, September 14-15, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13487},
pages = {15--31},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15008-1\_3},
doi = {10.1007/978-3-031-15008-1\_3},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/fmics/VidotDGOO22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-07728,
author = {Thomas Fel and
Melanie Ducoffe and
David Vigouroux and
R{\'{e}}mi Cad{\`{e}}ne and
Mikael Capelle and
Claire Nicodeme and
Thomas Serre},
title = {Don't Lie to Me! Robust and Efficient Explainability with Verified
Perturbation Analysis},
journal = {CoRR},
volume = {abs/2202.07728},
year = {2022},
url = {https://arxiv.org/abs/2202.07728},
eprinttype = {arXiv},
eprint = {2202.07728},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-07728.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/GauffriauMD21,
author = {Adrien Gauffriau and
Fran{\c{c}}ois Malgouyres and
M{\'{e}}lanie Ducoffe},
editor = {Hu{\'{a}}scar Espinoza and
John A. McDermid and
Xiaowei Huang and
Mauricio Castillo{-}Effen and
Xin Cynthia Chen and
Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
Se{\'{a}}n {\'{O}} h{\'{E}}igeartaigh and
Richard Mallah},
title = {Overestimation Learning with Guarantees},
booktitle = {Proceedings of the Workshop on Artificial Intelligence Safety 2021
(SafeAI 2021) co-located with the Thirty-Fifth {AAAI} Conference on
Artificial Intelligence {(AAAI} 2021), Virtual, February 8, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {2808},
publisher = {CEUR-WS.org},
year = {2021},
url = {https://ceur-ws.org/Vol-2808/Paper\_3.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:15 +0100},
biburl = {https://dblp.org/rec/conf/aaai/GauffriauMD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-11717,
author = {Adrien Gauffriau and
Fran{\c{c}}ois Malgouyres and
M{\'{e}}lanie Ducoffe},
title = {Overestimation learning with guarantees},
journal = {CoRR},
volume = {abs/2101.11717},
year = {2021},
url = {https://arxiv.org/abs/2101.11717},
eprinttype = {arXiv},
eprint = {2101.11717},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-11717.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eaai/FinkWSDLD20,
author = {Olga Fink and
Qin Wang and
Markus Svens{\'{e}}n and
Pierre Dersin and
Wan{-}Jui Lee and
Melanie Ducoffe},
title = {Potential, challenges and future directions for deep learning in prognostics
and health management applications},
journal = {Eng. Appl. Artif. Intell.},
volume = {92},
pages = {103678},
year = {2020},
url = {https://doi.org/10.1016/j.engappai.2020.103678},
doi = {10.1016/J.ENGAPPAI.2020.103678},
timestamp = {Fri, 14 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eaai/FinkWSDLD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/DucoffeGG20,
author = {Melanie Ducoffe and
S{\'{e}}bastien Gerchinovitz and
Jayant Sen Gupta},
editor = {Hu{\'{a}}scar Espinoza and
Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
Xin Cynthia Chen and
Se{\'{a}}n S. {\'{O}}h{\'{E}}igeartaigh and
Xiaowei Huang and
Mauricio Castillo{-}Effen and
Richard Mallah and
John A. McDermid},
title = {A High Probability Safety Guarantee for Shifted Neural Network Surrogates},
booktitle = {Proceedings of the Workshop on Artificial Intelligence Safety, co-located
with 34th {AAAI} Conference on Artificial Intelligence, SafeAI@AAAI
2020, New York City, NY, USA, February 7, 2020},
series = {{CEUR} Workshop Proceedings},
volume = {2560},
pages = {74--82},
publisher = {CEUR-WS.org},
year = {2020},
url = {https://ceur-ws.org/Vol-2560/paper11.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:15 +0100},
biburl = {https://dblp.org/rec/conf/aaai/DucoffeGG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-07031,
author = {Gabriel Rodriguez Garcia and
Gabriel Michau and
M{\'{e}}lanie Ducoffe and
Jayant Sen Gupta and
Olga Fink},
title = {Time Series to Images: Monitoring the Condition of Industrial Assets
with Deep Learning Image Processing Algorithms},
journal = {CoRR},
volume = {abs/2005.07031},
year = {2020},
url = {https://arxiv.org/abs/2005.07031},
eprinttype = {arXiv},
eprint = {2005.07031},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-07031.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Ducoffe18,
author = {M{\'{e}}lanie Ducoffe},
title = {Active learning and input space analysis for deep networks. (Active
learning et visualisation des donn{\'{e}}es d'apprentissage pour
les r{\'{e}}seaux de neurones profonds)},
school = {University of C{\^{o}}te d'Azur, Nice, France},
year = {2018},
url = {https://tel.archives-ouvertes.fr/tel-02271840},
timestamp = {Tue, 21 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/hal/Ducoffe18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/VanniDAPM18,
author = {Laurent Vanni and
M{\'{e}}lanie Ducoffe and
Carlos Aguilar and
Fr{\'{e}}d{\'{e}}ric Precioso and
Damon Mayaffre},
editor = {Iryna Gurevych and
Yusuke Miyao},
title = {Textual Deconvolution Saliency {(TDS)} : a deep tool box for linguistic
analysis},
booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational
Linguistics, {ACL} 2018, Melbourne, Australia, July 15-20, 2018, Volume
1: Long Papers},
pages = {548--557},
publisher = {Association for Computational Linguistics},
year = {2018},
url = {https://aclanthology.org/P18-1051/},
doi = {10.18653/V1/P18-1051},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl/VanniDAPM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/CourtyFD18,
author = {Nicolas Courty and
R{\'{e}}mi Flamary and
M{\'{e}}lanie Ducoffe},
title = {Learning Wasserstein Embeddings},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=SJyEH91A-},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/CourtyFD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-09841,
author = {Melanie Ducoffe and
Fr{\'{e}}d{\'{e}}ric Precioso},
title = {Adversarial Active Learning for Deep Networks: a Margin Based Approach},
journal = {CoRR},
volume = {abs/1802.09841},
year = {2018},
url = {http://arxiv.org/abs/1802.09841},
eprinttype = {arXiv},
eprint = {1802.09841},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-09841.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/3dui/ArgelaguetDLG17,
author = {Ferran Argelaguet and
Melanie Ducoffe and
Anatole L{\'{e}}cuyer and
R{\'{e}}mi Gribonval},
editor = {Maud Marchal and
Robert J. Teather and
Bruce H. Thomas},
title = {Spatial and rotation invariant 3D gesture recognition based on sparse
representation},
booktitle = {2017 {IEEE} Symposium on 3D User Interfaces, 3DUI 2017, Los Angeles,
CA, USA, March 18-19, 2017},
pages = {158--167},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/3DUI.2017.7893333},
doi = {10.1109/3DUI.2017.7893333},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/3dui/ArgelaguetDLG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/DucoffeP17,
author = {Melanie Ducoffe and
Fr{\'{e}}d{\'{e}}ric Precioso},
title = {Active learning strategy for {CNN} combining batchwise Dropout and
Query-By-Committee},
booktitle = {25th European Symposium on Artificial Neural Networks, {ESANN} 2017,
Bruges, Belgium, April 26-28, 2017},
year = {2017},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2017-122.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/DucoffeP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-07457,
author = {Nicolas Courty and
R{\'{e}}mi Flamary and
M{\'{e}}lanie Ducoffe},
title = {Learning Wasserstein Embeddings},
journal = {CoRR},
volume = {abs/1710.07457},
year = {2017},
url = {http://arxiv.org/abs/1710.07457},
eprinttype = {arXiv},
eprint = {1710.07457},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-07457.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Al-RfouAAa16,
author = {Rami Al{-}Rfou and
Guillaume Alain and
Amjad Almahairi and
Christof Angerm{\"{u}}ller and
Dzmitry Bahdanau and
Nicolas Ballas and
Fr{\'{e}}d{\'{e}}ric Bastien and
Justin Bayer and
Anatoly Belikov and
Alexander Belopolsky and
Yoshua Bengio and
Arnaud Bergeron and
James Bergstra and
Valentin Bisson and
Josh Bleecher Snyder and
Nicolas Bouchard and
Nicolas Boulanger{-}Lewandowski and
Xavier Bouthillier and
Alexandre de Br{\'{e}}bisson and
Olivier Breuleux and
Pierre Luc Carrier and
Kyunghyun Cho and
Jan Chorowski and
Paul F. Christiano and
Tim Cooijmans and
Marc{-}Alexandre C{\^{o}}t{\'{e}} and
Myriam C{\^{o}}t{\'{e}} and
Aaron C. Courville and
Yann N. Dauphin and
Olivier Delalleau and
Julien Demouth and
Guillaume Desjardins and
Sander Dieleman and
Laurent Dinh and
Melanie Ducoffe and
Vincent Dumoulin and
Samira Ebrahimi Kahou and
Dumitru Erhan and
Ziye Fan and
Orhan Firat and
Mathieu Germain and
Xavier Glorot and
Ian J. Goodfellow and
Matthew Graham and
{\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
Philippe Hamel and
Iban Harlouchet and
Jean{-}Philippe Heng and
Bal{\'{a}}zs Hidasi and
Sina Honari and
Arjun Jain and
S{\'{e}}bastien Jean and
Kai Jia and
Mikhail Korobov and
Vivek Kulkarni and
Alex Lamb and
Pascal Lamblin and
Eric Larsen and
C{\'{e}}sar Laurent and
Sean Lee and
Simon Lefran{\c{c}}ois and
Simon Lemieux and
Nicholas L{\'{e}}onard and
Zhouhan Lin and
Jesse A. Livezey and
Cory Lorenz and
Jeremiah Lowin and
Qianli Ma and
Pierre{-}Antoine Manzagol and
Olivier Mastropietro and
Robert McGibbon and
Roland Memisevic and
Bart van Merri{\"{e}}nboer and
Vincent Michalski and
Mehdi Mirza and
Alberto Orlandi and
Christopher Joseph Pal and
Razvan Pascanu and
Mohammad Pezeshki and
Colin Raffel and
Daniel Renshaw and
Matthew Rocklin and
Adriana Romero and
Markus Roth and
Peter Sadowski and
John Salvatier and
Fran{\c{c}}ois Savard and
Jan Schl{\"{u}}ter and
John Schulman and
Gabriel Schwartz and
Iulian Vlad Serban and
Dmitriy Serdyuk and
Samira Shabanian and
{\'{E}}tienne Simon and
Sigurd Spieckermann and
S. Ramana Subramanyam and
Jakub Sygnowski and
J{\'{e}}r{\'{e}}mie Tanguay and
Gijs van Tulder and
Joseph P. Turian and
Sebastian Urban and
Pascal Vincent and
Francesco Visin and
Harm de Vries and
David Warde{-}Farley and
Dustin J. Webb and
Matthew Willson and
Kelvin Xu and
Lijun Xue and
Li Yao and
Saizheng Zhang and
Ying Zhang},
title = {Theano: {A} Python framework for fast computation of mathematical
expressions},
journal = {CoRR},
volume = {abs/1605.02688},
year = {2016},
url = {http://arxiv.org/abs/1605.02688},
eprinttype = {arXiv},
eprint = {1605.02688},
timestamp = {Thu, 30 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Al-RfouAAa16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DucoffeP15,
author = {Melanie Ducoffe and
Fr{\'{e}}d{\'{e}}ric Precioso},
title = {{QBDC:} Query by dropout committee for training deep supervised architecture},
journal = {CoRR},
volume = {abs/1511.06412},
year = {2015},
url = {http://arxiv.org/abs/1511.06412},
eprinttype = {arXiv},
eprint = {1511.06412},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DucoffeP15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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