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Xavier Bresson
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Publications
- 2024
- [i37]Xiaoxin He, Yijun Tian, Yifei Sun, Nitesh V. Chawla, Thomas Laurent, Yann LeCun, Xavier Bresson, Bryan Hooi:
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering. CoRR abs/2402.07630 (2024) - 2023
- [j27]Vijay Prakash Dwivedi, Chaitanya K. Joshi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson:
Benchmarking Graph Neural Networks. J. Mach. Learn. Res. 24: 43:1-43:48 (2023) - [c39]Thomas Laurent, James von Brecht, Xavier Bresson:
Long-Tailed Learning Requires Feature Learning. ICLR 2023 - [c38]Xiaoxin He, Bryan Hooi, Thomas Laurent, Adam Perold, Yann LeCun, Xavier Bresson:
A Generalization of ViT/MLP-Mixer to Graphs. ICML 2023: 12724-12745 - [c37]Lovro Vrcek, Xavier Bresson, Thomas Laurent, Martin Schmitz, Mile Sikic:
Reconstruction of short genomic sequences with graph convolutional networks. MIPRO 2023: 403-409 - [i36]Thomas Laurent, James H. von Brecht, Xavier Bresson:
Feature Collapse. CoRR abs/2305.16162 (2023) - [i35]Xiaoxin He, Xavier Bresson, Thomas Laurent, Bryan Hooi:
Explanations as Features: LLM-Based Features for Text-Attributed Graphs. CoRR abs/2305.19523 (2023) - 2022
- [c36]Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson:
Graph Neural Networks with Learnable Structural and Positional Representations. ICLR 2022 - [i33]Yong Liang Goh, Wee Sun Lee, Xavier Bresson, Thomas Laurent, Nicholas Lim:
Combining Reinforcement Learning and Optimal Transport for the Traveling Salesman Problem. CoRR abs/2203.00903 (2022) - [i32]Thomas Laurent, James H. von Brecht, Xavier Bresson:
A Model of One-Shot Generalization. CoRR abs/2205.14553 (2022) - [i31]Lovro Vrcek, Xavier Bresson, Thomas Laurent, Martin Schmitz, Mile Sikic:
Learning to Untangle Genome Assembly with Graph Convolutional Networks. CoRR abs/2206.00668 (2022) - [i29]Xiaoxin He, Bryan Hooi, Thomas Laurent, Adam Perold, Yann LeCun, Xavier Bresson:
A Generalization of ViT/MLP-Mixer to Graphs. CoRR abs/2212.13350 (2022) - 2021
- [i28]Xavier Bresson, Thomas Laurent:
The Transformer Network for the Traveling Salesman Problem. CoRR abs/2103.03012 (2021) - [i27]Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson:
Graph Neural Networks with Learnable Structural and Positional Representations. CoRR abs/2110.07875 (2021) - 2020
- [i26]Vijay Prakash Dwivedi, Chaitanya K. Joshi, Thomas Laurent, Yoshua Bengio, Xavier Bresson:
Benchmarking Graph Neural Networks. CoRR abs/2003.00982 (2020) - [i25]Chaitanya K. Joshi, Quentin Cappart, Louis-Martin Rousseau, Thomas Laurent, Xavier Bresson:
Learning TSP Requires Rethinking Generalization. CoRR abs/2006.07054 (2020) - 2019
- [i22]Yao Yang Leow, Thomas Laurent, Xavier Bresson:
GraphTSNE: A Visualization Technique for Graph-Structured Data. CoRR abs/1904.06915 (2019) - [i21]Chaitanya K. Joshi, Thomas Laurent, Xavier Bresson:
An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem. CoRR abs/1906.01227 (2019) - [i20]Xavier Bresson, Thomas Laurent:
A Two-Step Graph Convolutional Decoder for Molecule Generation. CoRR abs/1906.03412 (2019) - [i19]Chaitanya K. Joshi, Thomas Laurent, Xavier Bresson:
On Learning Paradigms for the Travelling Salesman Problem. CoRR abs/1910.07210 (2019) - 2018
- [c32]Xavier Bresson, Thomas Laurent:
An Experimental Study of Neural Networks for Variable Graphs. ICLR (Workshop) 2018 - 2017
- [i15]Xavier Bresson, Thomas Laurent:
Residual Gated Graph ConvNets. CoRR abs/1711.07553 (2017) - 2016
- [j23]Nicolás García Trillos, Dejan Slepcev, James H. von Brecht, Thomas Laurent, Xavier Bresson:
Consistency of Cheeger and Ratio Graph Cuts. J. Mach. Learn. Res. 17: 181:1-181:46 (2016) - [c26]Thomas Laurent, James H. von Brecht, Xavier Bresson, Arthur Szlam:
The Product Cut. NIPS 2016: 3792-3800 - 2015
- [c23]Xavier Bresson, Thomas Laurent, James H. von Brecht:
Enhanced lasso recovery on graph. EUSIPCO 2015: 1501-1505 - [i8]Xavier Bresson, Thomas Laurent, James H. von Brecht:
Enhanced Lasso Recovery on Graph. CoRR abs/1506.05985 (2015) - 2014
- [i7]Xavier Bresson, Huiyi Hu, Thomas Laurent, Arthur Szlam, James H. von Brecht:
An Incremental Reseeding Strategy for Clustering. CoRR abs/1406.3837 (2014) - [i5]Nicolás García Trillos, Dejan Slepcev, James H. von Brecht, Thomas Laurent, Xavier Bresson:
Consistency of Cheeger and Ratio Graph Cuts. CoRR abs/1411.6590 (2014) - 2013
- [c20]Xavier Bresson, Thomas Laurent, David Uminsky, James H. von Brecht:
Multiclass Total Variation Clustering. NIPS 2013: 1421-1429 - [i3]Xavier Bresson, Thomas Laurent, David Uminsky, James H. von Brecht:
Multiclass Total Variation Clustering. CoRR abs/1306.1185 (2013) - 2012
- [c19]Xavier Bresson, Thomas Laurent, David Uminsky, James H. von Brecht:
Convergence and Energy Landscape for Cheeger Cut Clustering. NIPS 2012: 1394-1402
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