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Emmanuel Bengio

Emmanuel Bengio

McGill University

H-index: 15

North America-Canada

Contact Emmanuel Bengio

About Emmanuel Bengio

Emmanuel Bengio, With an exceptional h-index of 15 and a recent h-index of 15 (since 2020), a distinguished researcher at McGill University, specializes in the field of Machine Learning, Deep Learning, Reinforcement learning.

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

Investigating Generalization Behaviours of Generative Flow Networks

A community effort in SARS‐CoV‐2 drug discovery

Maximum entropy GFlowNets with soft Q-learning

QGFN: Controllable Greediness with Action Values

A community effort to discover small molecule SARS-CoV-2 inhibitors

Gflownet foundations

DGFN: Double Generative Flow Networks

Baking symmetry into gflownets

Emmanuel Bengio Information

University

Position

___

Citations(all)

3234

Citations(since 2020)

2821

Cited By

1257

hIndex(all)

15

hIndex(since 2020)

15

i10Index(all)

18

i10Index(since 2020)

18

Email

University Profile Page

Google Scholar

Emmanuel Bengio Skills & Research Interests

Machine Learning

Deep Learning

Reinforcement learning

Top articles of Emmanuel Bengio

Investigating Generalization Behaviours of Generative Flow Networks

arXiv preprint arXiv:2402.05309

2024/2/7

Lazar Atanackovic
Lazar Atanackovic

H-Index: 3

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

A community effort in SARS‐CoV‐2 drug discovery

Molecular Informatics

2024/1

Johannes Schimunek
Johannes Schimunek

H-Index: 1

Philipp Seidl
Philipp Seidl

H-Index: 2

Katarina Elez
Katarina Elez

H-Index: 4

Tim Hempel
Tim Hempel

H-Index: 4

Tuan Le
Tuan Le

H-Index: 4

Simon Olsson
Simon Olsson

H-Index: 15

Lluís Raich
Lluís Raich

H-Index: 14

Roman Zubatyuk
Roman Zubatyuk

H-Index: 13

Vassilis Pitsikalis
Vassilis Pitsikalis

H-Index: 12

Alexander Medvedev
Alexander Medvedev

H-Index: 20

Sepp Hochreiter
Sepp Hochreiter

H-Index: 39

Andreas Mayr
Andreas Mayr

H-Index: 14

Michael Widrich
Michael Widrich

H-Index: 6

Francois Berenger
Francois Berenger

H-Index: 9

Ashutosh Kumar
Ashutosh Kumar

H-Index: 25

Yoshihiro Yamanishi
Yoshihiro Yamanishi

H-Index: 25

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Maksym Korablyov
Maksym Korablyov

H-Index: 2

Gilles Marcou
Gilles Marcou

H-Index: 24

Enrico Glaab
Enrico Glaab

H-Index: 26

Mary Jo Ondrechen
Mary Jo Ondrechen

H-Index: 15

Florian Kaiser
Florian Kaiser

H-Index: 19

Michael Schroeder
Michael Schroeder

H-Index: 27

Giulia D'Arrigo
Giulia D'Arrigo

H-Index: 2

Francesco Musiani
Francesco Musiani

H-Index: 21

Giulia Rossetti
Giulia Rossetti

H-Index: 1

Amitava Roy
Amitava Roy

H-Index: 4

Vishwesh Venkatraman
Vishwesh Venkatraman

H-Index: 19

Haribabu Arthanari
Haribabu Arthanari

H-Index: 25

Christoph Gorgulla
Christoph Gorgulla

H-Index: 3

Karl Gruber
Karl Gruber

H-Index: 29

Amit Singh
Amit Singh

H-Index: 5

Gerhard Wagner
Gerhard Wagner

H-Index: 57

Arturo Casini
Arturo Casini

H-Index: 7

Frank Von Delft
Frank Von Delft

H-Index: 34

Babak Falsafi
Babak Falsafi

H-Index: 36

Bryan Ford
Bryan Ford

H-Index: 33

Sang Yup Lee
Sang Yup Lee

H-Index: 7

Alexandre Varnek
Alexandre Varnek

H-Index: 32

Maximum entropy GFlowNets with soft Q-learning

2024/4/18

Sobhan Mohammadpour
Sobhan Mohammadpour

H-Index: 1

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

QGFN: Controllable Greediness with Action Values

arXiv preprint arXiv:2402.05234

2024/2/7

Ling Pan
Ling Pan

H-Index: 14

Doina Precup
Doina Precup

H-Index: 37

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

A community effort to discover small molecule SARS-CoV-2 inhibitors

2023/4/7

Johannes Schimunek
Johannes Schimunek

H-Index: 1

Philipp Seidl
Philipp Seidl

H-Index: 2

Katarina Elez
Katarina Elez

H-Index: 4

Tim Hempel
Tim Hempel

H-Index: 4

Tuan Le
Tuan Le

H-Index: 4

Simon Olsson
Simon Olsson

H-Index: 15

Lluís Raich
Lluís Raich

H-Index: 14

Roman Zubatyuk
Roman Zubatyuk

H-Index: 13

Alexander Medvedev
Alexander Medvedev

H-Index: 20

Hamid Eghbal-Zadeh
Hamid Eghbal-Zadeh

H-Index: 15

Sepp Hochreiter
Sepp Hochreiter

H-Index: 39

Andreas Mayr
Andreas Mayr

H-Index: 14

Michael Widrich
Michael Widrich

H-Index: 6

Francois Berenger
Francois Berenger

H-Index: 9

Ashutosh Kumar
Ashutosh Kumar

H-Index: 25

Yoshihiro Yamanishi
Yoshihiro Yamanishi

H-Index: 25

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Maksym Korablyov
Maksym Korablyov

H-Index: 2

Cheng-Hao Liu
Cheng-Hao Liu

H-Index: 5

Gilles Marcou
Gilles Marcou

H-Index: 24

Enrico Glaab
Enrico Glaab

H-Index: 26

Mary Jo Ondrechen
Mary Jo Ondrechen

H-Index: 15

Florian Kaiser
Florian Kaiser

H-Index: 19

Michael Schroeder
Michael Schroeder

H-Index: 27

Giulia D'Arrigo
Giulia D'Arrigo

H-Index: 2

Francesco Musiani
Francesco Musiani

H-Index: 21

Giulia Rossetti
Giulia Rossetti

H-Index: 1

Amitava Roy
Amitava Roy

H-Index: 4

Vishwesh Venkatraman
Vishwesh Venkatraman

H-Index: 19

Haribabu Arthanari
Haribabu Arthanari

H-Index: 25

Christoph Gorgulla
Christoph Gorgulla

H-Index: 3

Karl Gruber
Karl Gruber

H-Index: 29

Amit Singh
Amit Singh

H-Index: 5

Gerhard Wagner
Gerhard Wagner

H-Index: 57

Zi-Fu Wang
Zi-Fu Wang

H-Index: 12

Arturo Casini
Arturo Casini

H-Index: 7

Frank Von Delft
Frank Von Delft

H-Index: 34

Babak Falsafi
Babak Falsafi

H-Index: 36

Bryan Ford
Bryan Ford

H-Index: 33

Sang Yup Lee
Sang Yup Lee

H-Index: 7

Alexandre Varnek
Alexandre Varnek

H-Index: 32

Gflownet foundations

Journal of Machine Learning Research

2023/1/1

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Salem Lahlou
Salem Lahlou

H-Index: 2

Tristan Deleu
Tristan Deleu

H-Index: 6

Mo Tiwari
Mo Tiwari

H-Index: 1

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

DGFN: Double Generative Flow Networks

arXiv preprint arXiv:2310.19685

2023/10/30

Doina Precup
Doina Precup

H-Index: 37

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Baking symmetry into gflownets

2023/10/28

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Goal2FlowNet: Learning Diverse Policy Covers using GFlowNets for Goal-Conditioned RL

2023/10/13

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Ling Pan
Ling Pan

H-Index: 14

Glen Berseth
Glen Berseth

H-Index: 13

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Local search gflownets

arXiv preprint arXiv:2310.02710

2023/10/4

Minsu Kim
Minsu Kim

H-Index: 2

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Sungsoo Ahn
Sungsoo Ahn

H-Index: 22

Jinkyoo Park
Jinkyoo Park

H-Index: 15

Towards understanding and improving gflownet training

2023

Max W Shen
Max W Shen

H-Index: 7

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Andreas Loukas
Andreas Loukas

H-Index: 18

Kyunghyun Cho
Kyunghyun Cho

H-Index: 66

Multi-objective gflownets

2023/7/3

Jarrid Rector-Brooks
Jarrid Rector-Brooks

H-Index: 2

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Learning GFlowNets from partial episodes for improved convergence and stability

2023/7/3

Jarrid Rector-Brooks
Jarrid Rector-Brooks

H-Index: 2

Maksym Korablyov
Maksym Korablyov

H-Index: 2

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Goal-conditioned gflownets for controllable multi-objective molecular design

arXiv preprint arXiv:2306.04620

2023/6/7

Julien Roy
Julien Roy

H-Index: 2

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Trajectory balance: Improved credit assignment in GFlowNets

Advances in Neural Information Processing Systems

2022/12/6

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Chen Sun
Chen Sun

H-Index: 3

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Biological sequence design with gflownets

2022/3/2

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Jarrid Rector-Brooks
Jarrid Rector-Brooks

H-Index: 2

Jie Fu
Jie Fu

H-Index: 11

Tianyu Zhang
Tianyu Zhang

H-Index: 4

Lena Simine
Lena Simine

H-Index: 11

Payel Das
Payel Das

H-Index: 20

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Evaluating generalization in gflownets for molecule design

2022/4/5

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Cheng-Hao Liu
Cheng-Hao Liu

H-Index: 5

Maksym Korablyov
Maksym Korablyov

H-Index: 2

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Generalization, optimization, diverse generation: insights and advances in the use of bootstrapping in deep neural networks

2022

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Flow network based generative models for non-iterative diverse candidate generation

Advances in Neural Information Processing Systems

2021/12/6

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Maksym Korablyov
Maksym Korablyov

H-Index: 2

Doina Precup
Doina Precup

H-Index: 37

Yoshua Bengio
Yoshua Bengio

H-Index: 165

Correcting momentum in temporal difference learning

arXiv preprint arXiv:2106.03955

2021/6/7

Emmanuel Bengio
Emmanuel Bengio

H-Index: 10

Joelle Pineau
Joelle Pineau

H-Index: 44

Doina Precup
Doina Precup

H-Index: 37

See List of Professors in Emmanuel Bengio University(McGill University)

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