Guillaume Rabusseau

About Guillaume Rabusseau

Guillaume Rabusseau, With an exceptional h-index of 13 and a recent h-index of 13 (since 2020), a distinguished researcher at Université de Montréal, specializes in the field of Machine Learning, Tensors, Weighted Automata, Tensor Networks.

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

Simulating weighted automata over sequences and trees with transformers

Length Independent PAC-Bayes Bounds for Simple RNNs

Temporal graph benchmark for machine learning on temporal graphs

Laplacian Change Point Detection for Single and Multi-view Dynamic Graphs

Generative Learning of Continuous Data by Tensor Networks

ROSA: Random Orthogonal Subspace Adaptation

Towards foundational models for molecular learning on large-scale multi-task datasets

Explaining Graph Neural Networks Using Interpretable Local Surrogates

Guillaume Rabusseau Information

University

Position

Assistant Professor - Canada CIFAR AI Chair / Mila

Citations(all)

614

Citations(since 2020)

568

Cited By

162

hIndex(all)

13

hIndex(since 2020)

13

i10Index(all)

17

i10Index(since 2020)

16

Email

University Profile Page

Google Scholar

Guillaume Rabusseau Skills & Research Interests

Machine Learning

Tensors

Weighted Automata

Tensor Networks

Top articles of Guillaume Rabusseau

Simulating weighted automata over sequences and trees with transformers

2024/4/18

Clara Lacroce
Clara Lacroce

H-Index: 1

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Length Independent PAC-Bayes Bounds for Simple RNNs

2024/4/18

Temporal graph benchmark for machine learning on temporal graphs

Advances in Neural Information Processing Systems

2024/2/13

Laplacian Change Point Detection for Single and Multi-view Dynamic Graphs

ACM Transactions on Knowledge Discovery from Data

2024/1/12

Generative Learning of Continuous Data by Tensor Networks

arXiv preprint arXiv:2310.20498

2023/10/31

ROSA: Random Orthogonal Subspace Adaptation

2023/10/13

Aristides Milios
Aristides Milios

H-Index: 1

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Explaining Graph Neural Networks Using Interpretable Local Surrogates

2023/9/27

Farzaneh Heidari
Farzaneh Heidari

H-Index: 2

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Optimal Approximate Minimization of One-Letter Weighted Finite Automata

arXiv preprint arXiv:2306.00135

2023/5/31

Fast and attributed change detection on dynamic graphs with density of states

2023/5/25

High-order pooling for graph neural networks with tensor decomposition

Advances in Neural Information Processing Systems

2022/12/6

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Jian Tang
Jian Tang

H-Index: 2

Spectral Regularization: an Inductive Bias for Sequence Modeling

LearnAut 2022

2022/11/4

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Low-rank representation of reinforcement learning policies

Journal of Artificial Intelligence Research

2022/10/27

Towards an AAK theory approach to approximate minimization in the multi-letter case

arXiv preprint arXiv:2206.00172

2022/6/1

Connecting weighted automata, tensor networks and recurrent neural networks through spectral learning

Machine Learning

2022/3/30

Tianyu Li
Tianyu Li

H-Index: 0

Doina Precup
Doina Precup

H-Index: 37

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Approximate minimization of weighted tree automata

Information and Computation

2022/1/1

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Few Shot Image Generation via Implicit Autoencoding of Support Sets

2021/9/30

Lower and upper bounds on the pseudo-dimension of tensor network models

Advances in Neural Information Processing Systems

2021/12/6

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

Horizontal gene transfer and recombination analysis of SARS-CoV-2 genes helps discover its close relatives and shed light on its origin

BMC Ecology and Evolution

2021/1/21

Rademacher random projections with tensor networks

arXiv preprint arXiv:2110.13970

2021/10/26

Guillaume Rabusseau
Guillaume Rabusseau

H-Index: 7

See List of Professors in Guillaume Rabusseau University(Université de Montréal)

Co-Authors

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