Emmanuel Bengio

1. A Closer Look at Memorization in Deep Networks
   2017/06/16 by Devansh Arpit, Stanisław Jastrzȩbski, Arpit, Devansh +19 · 89 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Flow Network based Generative Models for Non-Iterative Diverse Candidate Generation
   2021/06/08 by Emmanuel Bengio, Bengio, Emmanuel, Moksh Jain +7 · 59 citations
   Materials Science · Computer Science · #Machine Learning in Materials Science #Machine Learning and Algorithms #Topic Modeling
3. Conditional Computation in Neural Networks for faster models
   2015/11/19 by Emmanuel Bengio, Pierre‐Luc Bacon, Bengio, Emmanuel +5 · 40 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Algorithms #Advanced Neural Network Applications
4. GFlowNet Foundations
   2021/11/17 by Yoshua Bengio, Bengio, Yoshua, Salem Lahlou +9 · 36 citations
   Computer Science · #Reinforcement Learning in Robotics #Machine Learning and Algorithms #Data Stream Mining Techniques
5. Trajectory balance: Improved credit assignment in GFlowNets
   2022/01/31 by Nikolay Malkin, Moksh Jain, Malkin, Nikolay +7 · 36 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
6. Biological Sequence Design with GFlowNets
   2022/03/02 by Moksh Jain, Emmanuel Bengio, Jain, Moksh +22 · 18 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #vaccines and immunoinformatics approaches #Computational Drug Discovery Methods #RNA and protein synthesis mechanisms
7. Learning GFlowNets from partial episodes for improved convergence and stability
   2022/09/26 by Kanika Madan, Jarrid Rector-Brooks, Madan, Kanika +15 · 13 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
8. Multi-Objective GFlowNets
   2022/10/23 by Moksh Jain, Jain, Moksh, Sharath Chandra Raparthy +11 · 10 citations
   Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Process Optimization and Integration
9. Amortizing intractable inference in diffusion models for vision, language, and control
   2024/05/31 by Siddarth Venkatraman, Venkatraman, Siddarth, Moksh Jain +27 · 14 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
10. Independently Controllable Features
    2017/03/22 by Emmanuel Bengio, Valentin Thomas, Bengio, Emmanuel +7 · 9 citations
    Computer Science · #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Neural Networks and Applications
11. Interference and Generalization in Temporal Difference Learning
    2020/03/13 by Emmanuel Bengio, Joëlle Pineau, Bengio, Emmanuel +3 · 4 citations
    Computer Science · Physics and Astronomy · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
12. Towards Understanding and Improving GFlowNet Training
    2023/05/11 by Max W. Shen, Shen, Max W., Emmanuel Bengio +9 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
13. SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints
    2024/05/02 by Miruna Cretu, Charles Harris, Ilia Igashov +6 · 1 voice · 3 citations
    #cs.LG #q-bio.BM
14. Adaptive teachers for amortized samplers
    2024/10/02 by Minsu Kim, Kim, Minsu, Sanghyeok Choi +17 · 6 citations
    Mathematics · #Statistics Education and Methodologies
15. Improved Off-policy Reinforcement Learning in Biological Sequence Design
    2024/10/06 by Hyeonah Kim, Minsu Kim, Min‐Su Kim +13 · 1 voice · 3 citations
    Biochemistry, Genetics and Molecular Biology · #Microbial Metabolic Engineering and Bioproduction #Viral Infectious Diseases and Gene Expression in Insects #RNA and protein synthesis mechanisms
16. Goal-conditioned GFlowNets for Controllable Multi-Objective Molecular Design
    2023/06/07 by Julien Roy, Roy, Julien, Pierre‐Luc Bacon +5 · 2 citations
    Computer Science · Engineering · Materials Science · #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Process Optimization and Integration
17. Baking Symmetry into GFlowNets
    2024/06/08 by George Ma, Emmanuel Bengio, Ma, George +5 · 2 citations
    Computer Science · Engineering · #Embedded Systems Design Techniques #Graph Theory and Algorithms #CCD and CMOS Imaging Sensors
18. Random Policy Evaluation Uncovers Policies of Generative Flow Networks
    2024/06/04 by Haoran He, Emmanuel Bengio, He, Haoran +5 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Fuzzy Logic and Control Systems #Machine Learning (cs.LG)
19. Virtual Cells: Predict, Explain, Discover
    2025/05/20 by Emmanuel Noutahi, Jason Hartford, Noutahi, Emmanuel +27 · 2 voices · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM) #cs.LG #q-bio.QM
20. Action abstractions for amortized sampling
    2024/10/19 by Oussama Boussif, Boussif, Oussama, Léna Néhale Ezzine +16 · 1 voice · 1 citation
    Computer Science · #Topological and Geometric Data Analysis #cs.AI #cs.LG
21. Efficient Biological Data Acquisition through Inference Set Design
    2024/10/25 by Ihor Neporozhnii, Neporozhnii, Ihor, Julien Le Roy +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · #Gene expression and cancer classification #Bioinformatics and Genomic Networks #Machine Learning in Bioinformatics
22. GFlowNet Pretraining with Inexpensive Rewards
    2024/09/15 by Mohit Pandey, Pandey, Mohit, Gopeshh Subbaraj +3 · 1 citation
    Computer Science · Engineering · #AI-based Problem Solving and Planning #Advanced Data Processing Techniques #Neural Networks and Applications