Yoshua Bengio

PROFILE

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Aliases
Y. Bengio, Yoshua Bengio, Yoshua. Bengio
Publication record
812 papers · 562,122 citations · H-index 212

PAPERS

Automated Detection of Anatomical Landmarks During Colonoscopy Using a Deep Learning Model
202312 citationsauthor #13
Responses of pyramidal cell somata and apical dendrites in mouse visual cortex over multiple days
20236 citationsauthor #20
Benchmarking Graph Neural Networks
20231,124 citationsauthor #4
NEURAL NETWORK-BASED SOLVERS FOR PDES
20230 citationsauthor #3
AI and Catastrophic Risk
202327 citationsauthor #1
Weakly Supervised Representation Learning with Sparse Perturbations
202276 citationsauthor #3
Building Robust Ensembles via Margin Boosting
202217 citationsauthor #4
RetroGNN: Fast Estimation of Synthesizability for Virtual Screening and De Novo Design by Learning from Slow Retrosynthesis Software
202243 citationsauthor #5
Equivariance with Learned Canonicalization Functions
2022106 citationsauthor #4
Your Autoregressive Generative Model Can be Better If You Treat It as an Energy-Based One
20225 citationsauthor #6
Latent Bottlenecked Attentive Neural Processes
202229 citationsauthor #3
Saliency is a Possible Red Herring When Diagnosing Poor Generalization
202145 citationsauthor #4
FloW: A Dataset and Benchmark for Floating Waste Detection in Inland Waters
2021133 citationsauthor #11
CAMAP: Artificial neural networks unveil the role of 1 codon arrangement in modulating MHC-I peptides 2 presentation discovery of minor histocompatibility with
20210 citationsauthor #12
GFlowNet Foundations
2021324 citationsauthor #1
Deep learning for AI
2021594 citationsauthor #1
Predicting Unreliable Predictions by Shattering a Neural Network
20215 citationsauthor #6
Generative Adversarial Networks
202130,374 citationsauthor #8
hBERT + BiasCorp - Fighting Racism on the Web
20216 citationsauthor #8
DEUP: Direct Epistemic Uncertainty Prediction
2021112 citationsauthor #8
Compositional Attention: Disentangling Search and Retrieval
202120 citationsauthor #4
Multi-Domain Balanced Sampling Improves Out-of-Generalization of Chest X-ray Pathology Prediction Models
20210 citationsauthor #3
Unifying Likelihood-free Inference with Black-box Sequence Design and Beyond
202111 citationsauthor #3
Transformers with Competitive Ensembles of Independent Mechanisms
202124 citationsauthor #7
BabyAI 1.1
20210 citationsauthor #4
Dynamic Inference with Neural Interpreters
202132 citationsauthor #5
Exploring the Wasserstein metric for survival analysis
20210 citationsauthor #5
SpeechBrain: A General-Purpose Speech Toolkit
2021929 citationsauthor #21
From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence
202191 citationsauthor #5
CACHE (Critical Assessment of Computational Hit-finding Experiments): A public–private partnership benchmarking initiative to enable the development of computational methods for hit-finding
202174 citationsauthor #7
Properties from Mechanisms: An Equivariance Perspective on Identifiable Representation Learning
202139 citationsauthor #3
Optimization of Artificial Neural Network Hyperparameters For Processing Retrospective Information
20210 citationsauthor #4
Problèmes associés au déploiement des modèles fondés sur l’apprentissage machine en santé
20210 citationsauthor #9
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
202126 citationsauthor #11
Using Artificial Intelligence to Visualize the Impacts of Climate Change
202133 citationsauthor #4
The Causal-Neural Connection: Expressiveness, Learnability, and Inference
2021132 citationsauthor #3
Chunked Autoregressive GAN for Conditional Waveform Synthesis
202187 citationsauthor #6
Towards Causal Representation Learning
2021348 citationsauthor #7
Graph Neural Networks with Learnable Structural and Positional Representations
2021441 citationsauthor #4
Multi-Domain Balanced Sampling Improves Out-of-Distribution Generalization of Chest X-ray Pathology Prediction Models
20213 citationsauthor #3
Multi-scale Feature Learning Dynamics: Insights for Double Descent
202131 citationsauthor #3
Exploration-Driven Representation Learning in Reinforcement Learning
202111 citationsauthor #4
Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization
2021328 citationsauthor #4
Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims
2020440 citationsauthor #58
Object Files and Schemata: Factorizing Declarative and Procedural Knowledge in Dynamical Systems
202075 citationsauthor #7
Revisiting Fundamentals of Experience Replay
2020293 citationsauthor #4
Image-to-image Mapping with Many Domains by Sparse Attribute Transfer
20200 citationsauthor #6
Generating Multiscale Amorphous Molecular Structures Using Deep Learning: A Study in 2D.
202017 citationsauthor #4
PAST DSAA KEYNOTE SPEAKERS
20200 citationsauthor #1
CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
2020138 citationsauthor #6
BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization
202025 citationsauthor #6
The need for privacy with public digital contact tracing during the COVID-19 pandemic
2020118 citationsauthor #1
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules
202071 citationsauthor #8
Inductive biases for deep learning of higher-level cognition
2020427 citationsauthor #2
Combating False Negatives in Adversarial Imitation Learning (Student Abstract)
20200 citationsauthor #7
Modeling Cloud Reflectance Fields using Conditional Generative Adversarial Networks
20208 citationsauthor #5
Learning Causal Models Online
202033 citationsauthor #3
Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning
20202 citationsauthor #5
Experience Grounds Language
2020415 citationsauthor #5
Combating False Negatives in Adversarial Imitation Learning
20208 citationsauthor #7
Object-Centric Image Generation from Layouts
2020107 citationsauthor #3
Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies
2020117 citationsauthor #4
An Analysis of the Adaptation Speed of Causal Models
202015 citationsauthor #3
CAMAP: Artificial neural networks unveil the role of codon arrangement in modulating MHC-I peptides presentation
20203 citationsauthor #11
GraphMix: Improved Training of Graph Neural Networks for Semi-Supervised Learning
20201 citationsauthor #4
Predicting COVID-19 Pneumonia Severity on Chest X-ray With Deep Learning
2020231 citationsauthor #5
Exploiting Syntactic Structure for Better Language Modeling: A Syntactic Distance Approach
202013 citationsauthor #5
Meta-learning framework with applications to zero-shot time-series forecasting
2020131 citationsauthor #4
COVI White Paper
202029 citationsauthor #2
Compositional Generalization by Factorizing Alignment and Translation
202023 citationsauthor #4
Inherent privacy limitations of decentralized contact tracing apps
202049 citationsauthor #1
A Large-Scale, Open-Domain, Mixed-Interface Dialogue-Based ITS for STEM
202017 citationsauthor #9
HNHN: Hypergraph Networks with Hyperedge Neurons
2020178 citationsauthor #3
Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing Its Gradient Estimator Bias
202097 citationsauthor #4
Continual Weight Updates and Convolutional Architectures for Equilibrium Propagation
20200 citationsauthor #4
Learning the Arrow of Time for Problems in Reinforcement Learning
20208 citationsauthor #5
COVI White Paper-Version 1.1
20203 citationsauthor #2
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite Imagery
2020129 citationsauthor #10
Multi-Task Self-Supervised Learning for Robust Speech Recognition
2020304 citationsauthor #7
Meta Attention Networks: Meta Learning Attention To Modulate Information Between Sparsely Interacting Recurrent Modules
20200 citationsauthor #4
Hybrid Models for Learning to Branch
2020156 citationsauthor #6
Mastering Rate based Curriculum Learning
202012 citationsauthor #3
Untangling tradeoffs between recurrence and self-attention in neural networks
20209 citationsauthor #5
Learning To Navigate The Synthetically Accessible Chemical Space Using Reinforcement Learning
2020126 citationsauthor #12
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning
202075 citationsauthor #5
Your GAN is Secretly an Energy-based Model and You Should use Discriminator Driven Latent Sampling
2020123 citationsauthor #7
Untangling tradeoffs between recurrence and self-attention in artificial neural networks
202016 citationsauthor #5
Using Simulated Data to Generate Images of Climate Change
20209 citationsauthor #7
Cross-Modal Information Maximization for Medical Imaging: CMIM
20206 citationsauthor #7
Training End-to-End Analog Neural Networks with Equilibrium Propagation
2020105 citationsauthor #4
Rethinking Distributional Matching Based Domain Adaptation
202063 citationsauthor #8
Continuous Domain Adaptation with Variational Domain-Agnostic Feature Replay
202034 citationsauthor #4
S2RMs: Spatially Structured Recurrent Modules
202015 citationsauthor #7
The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget
202026 citationsauthor #2
On Catastrophic Interference in Atari 2600 Games
202027 citationsauthor #5
BabyAI 1.1
202015 citationsauthor #4
Perceptual Generative Autoencoders
201931 citationsauthor #4
Learning Dynamics Model in Reinforcement Learning by Incorporating the Long Term Future
201953 citationsauthor #5
Automated curriculum generation for Policy Gradients from Demonstrations
20192 citationsauthor #4
On the Morality of Artificial Intelligence
201929 citationsauthor #2

TIMELINE

1988 28 citations

1989 144 citations

1990 37 citations

1991 762 citations

1992 48 citations

1993 534 citations

1994 9,669 citations

1995 5,337 citations

1996 635 citations

1997 330 citations

1998 65,722 citations

1999 1,195 citations

2000 1,626 citations

2001 2,828 citations

2002 714 citations

2003 9,029 citations

2004 3,508 citations

2005 2,110 citations

2006 6,357 citations

2007 11,999 citations

2008 10,630 citations

2009 10,480 citations

2010 32,827 citations

2011 20,943 citations

2012 38,828 citations

2013 16,762 citations

2014 102,030 citations

2015 70,907 citations

2016 21,620 citations

2017 37,405 citations

2018 24,924 citations

2019 11,505 citations

2020 4,342 citations

2021 34,253 citations

2022 276 citations

2023 1,169 citations

Unknown 1,899 citations

Yoshua Bengio

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