Xavier Bresson

Xavier Bresson

National University of Singapore

H-index: 46

Asia-Singapore

About Xavier Bresson

Xavier Bresson, With an exceptional h-index of 46 and a recent h-index of 33 (since 2020), a distinguished researcher at National University of Singapore, specializes in the field of Graph Machine Learning, Graph Neural Networks, Deep Learning Theory, Sparse Convex Optimization.

His recent articles reflect a diverse array of research interests and contributions to the field:

Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching

Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classification

Geometric deep learning framework for de novo genome assembly

G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Feature Collapse

Reconstruction of short genomic sequences with graph convolutional networks

Graph Transformers for Large Graphs

Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning

Xavier Bresson Information

University

Position

Prof of Computer Science Singapore

Citations(all)

20621

Citations(since 2020)

14706

Cited By

10724

hIndex(all)

46

hIndex(since 2020)

33

i10Index(all)

81

i10Index(since 2020)

52

Email

University Profile Page

National University of Singapore

Google Scholar

View Google Scholar Profile

Xavier Bresson Skills & Research Interests

Graph Machine Learning

Graph Neural Networks

Deep Learning Theory

Sparse Convex Optimization

Top articles of Xavier Bresson

Title

Journal

Author(s)

Publication Date

Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching

arXiv preprint arXiv:2402.05011

Yuchen Zhang

Tianle Zhang

Kai Wang

Ziyao Guo

Yuxuan Liang

...

2024/2/7

Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classification

arXiv preprint arXiv:2401.09953

Yutong Xia

Runpeng Yu

Yuxuan Liang

Xavier Bresson

Xinchao Wang

...

2024/1/18

Geometric deep learning framework for de novo genome assembly

bioRxiv

Lovro Vrček

Xavier Bresson

Thomas Laurent

Martin Schmitz

Kenji Kawaguchi

...

2024

G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

arXiv preprint arXiv:2402.07630

Xiaoxin He

Yijun Tian

Yifei Sun

Nitesh V Chawla

Thomas Laurent

...

2024/2/12

Feature Collapse

arXiv preprint arXiv:2305.16162

Thomas Laurent

James H von Brecht

Xavier Bresson

2023/5/25

Reconstruction of short genomic sequences with graph convolutional networks

Lovro Vrćek

Xavier Bresson

Thomas Laurent

Martin Schmitz

Mile Šikić

2023/5/22

Graph Transformers for Large Graphs

arXiv preprint arXiv:2312.11109

Vijay Prakash Dwivedi

Yozen Liu

Anh Tuan Luu

Xavier Bresson

Neil Shah

...

2023/12/18

Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning

Xiaoxin He

Xavier Bresson

Thomas Laurent

Adam Perold

Yann LeCun

...

2023/10/13

Combining reinforcement learning and optimal transport for the traveling salesman problem

arXiv preprint arXiv:2203.00903

Yong Liang Goh

Wee Sun Lee

Xavier Bresson

Thomas Laurent

Nicholas Lim

2022/3/2

A Generalization of ViT/MLP-Mixer to Graphs

Xiaoxin He

Bryan Hooi

Thomas Laurent

Adam Perold

Yann LeCun

...

2023/7/3

Learning to untangle genome assembly with graph convolutional networks

arXiv preprint arXiv:2206.00668

Lovro Vrček

Xavier Bresson

Thomas Laurent

Martin Schmitz

Mile Šikić

2022/6/1

Long-Tailed Learning Requires Feature Learning

Thomas Laurent

James von Brecht

Xavier Bresson

2022/9/29

The transformer network for the traveling salesman problem

arXiv preprint arXiv:2103.03012

Xavier Bresson

Thomas Laurent

2021/3/4

Graph neural networks with learnable structural and positional representations

Tenth International Conference on Learning Representations (ICLR)

Vijay Prakash Dwivedi

Anh Tuan Luu

Thomas Laurent

Yoshua Bengio

Xavier Bresson

2022/4

Genome Sequence Reconstruction Using Gated Graph Convolutional Network

Lovro Vrček

Robert Vaser

Thomas Laurent

Mile Sikic

Xavier Bresson

2021/10/6

Semantic role aware correlation transformer for text to video retrieval

Burak Satar

Zhu Hongyuan

Xavier Bresson

Joo Hwee Lim

2021/9/19

Multigraph transformer for free-hand sketch recognition

TNNLS, IEEE Transactions on Neural Networks and Learning Systems

Peng Xu

Chaitanya K Joshi

Xavier Bresson

2021/4/7

An experimental study of the transferability of spectral graph networks

arXiv preprint arXiv:2012.10258

Axel Nilsson

Xavier Bresson

2020/12/18

A generalization of transformer networks to graphs

AAAI Workshop on Deep Learning on Graphs: Methods and Applications

Vijay Prakash Dwivedi

Xavier Bresson

2021/2/8

Benchmarking graph neural networks

Journal of Machine Learning Research

Vijay Prakash Dwivedi

Chaitanya K Joshi

Anh Tuan Luu

Thomas Laurent

Yoshua Bengio

...

2023

See List of Professors in Xavier Bresson University(National University of Singapore)

Co-Authors

H-index: 227
Yoshua Bengio

Yoshua Bengio

Université de Montréal

H-index: 145
Yann LeCun

Yann LeCun

New York University

H-index: 106
T F Chan

T F Chan

King Abdullah University of Science and Technology

H-index: 94
Stefano Soatto

Stefano Soatto

University of California, Los Angeles

H-index: 84
Michael Bronstein

Michael Bronstein

Imperial College London

H-index: 76
Pierre Vandergheynst

Pierre Vandergheynst

École Polytechnique Fédérale de Lausanne

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