Bresson, Xavier

20 publications

ICML 2025 A General Graph Spectral Wavelet Convolution via Chebyshev Order Decomposition Nian Liu, Xiaoxin He, Thomas Laurent, Francesco Di Giovanni, Michael M. Bronstein, Xavier Bresson

AAAI 2025 Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications Yutong Xia, Runpeng Yu, Yuxuan Liang, Xavier Bresson, Xinchao Wang, Roger Zimmermann

ICLR 2024 Feature Collapse Thomas Laurent, James von Brecht, Xavier Bresson

NeurIPS 2024 G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He, Yijun Tian, Yifei Sun, Nitesh V. Chawla, Thomas Laurent, Yann LeCun, Xavier Bresson, Bryan Hooi

ICLR 2024 Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning Xiaoxin He, Xavier Bresson, Thomas Laurent, Adam Perold, Yann LeCun, Bryan Hooi

ICML 2024 Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching Yuchen Zhang, Tianle Zhang, Kai Wang, Ziyao Guo, Yuxuan Liang, Xavier Bresson, Wei Jin, Yang You

ICML 2023 A Generalization of ViT/MLP-Mixer to Graphs Xiaoxin He, Bryan Hooi, Thomas Laurent, Adam Perold, Yann Lecun, Xavier Bresson

JMLR 2023 Benchmarking Graph Neural Networks Vijay Prakash Dwivedi, Chaitanya K. Joshi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson

ICLR 2023 Long-Tailed Learning Requires Feature Learning Thomas Laurent, James von Brecht, Xavier Bresson

ICLR 2022 Graph Neural Networks with Learnable Structural and Positional Representations Vijay Prakash Dwivedi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson

NeurIPS 2017 Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Federico Monti, Michael Bronstein, Xavier Bresson

JMLR 2016 Consistency of Cheeger and Ratio Graph Cuts Nicolás García Trillos, Dejan Slepčev, James von Brecht, Thomas Laurent, Xavier Bresson

NeurIPS 2016 Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering Michaël Defferrard, Xavier Bresson, Pierre Vandergheynst

NeurIPS 2016 The Product Cut Thomas Laurent, James von Brecht, Xavier Bresson, Arthur Szlam

CVPR 2015 Functional Correspondence by Matrix Completion Artiom Kovnatsky, Michael M. Bronstein, Xavier Bresson, Pierre Vandergheynst

ICCV 2015 Robust Principal Component Analysis on Graphs Nauman Shahid, Vassilis Kalofolias, Xavier Bresson, Michael Bronstein, Pierre Vandergheynst

NeurIPS 2013 Multiclass Total Variation Clustering Xavier Bresson, Thomas Laurent, David Uminsky, James von Brecht

NeurIPS 2012 Convergence and Energy Landscape for Cheeger Cut Clustering Xavier Bresson, Thomas Laurent, David Uminsky, James V. Brecht

ICML 2010 Total Variation, Cheeger Cuts Arthur Szlam, Xavier Bresson

CVPR 2008 Fast Texture Segmentation Model Based on the Shape Operator and Active Contour Nawal Houhou, Jean-Philippe Thiran, Xavier Bresson