Tristan Deleu

1. A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms
   2019/01/30 by Yoshua Bengio, Tristan Deleu, Bengio, Yoshua +13 · 2 voices · 8 citations
   Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #cs.LG #stat.ML
2. GFlowNet Foundations
   2021/11/17 by Yoshua Bengio, Bengio, Yoshua, Salem Lahlou +9 · 32 citations
   Computer Science · #Reinforcement Learning in Robotics #Machine Learning and Algorithms #Data Stream Mining Techniques
3. Gradient-Based Neural DAG Learning
   2019/06/05 by Sébastien Lachapelle, Philippe Brouillard, Lachapelle, Sébastien +5 · 23 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #I.2.6 #I.5.1 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
4. Bayesian Structure Learning with Generative Flow Networks
   2022/02/28 by Tristan Deleu, Deleu, Tristan, António Góis +10 · 13 citations
   Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
5. A theory of continuous generative flow networks
   2023/01/30 by Salem Lahlou, Lahlou, Salem, Tristan Deleu +15 · 6 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Bayesian learning of Causal Structure and Mechanisms with GFlowNets and Variational Bayes
   2022/11/04 by Mizu Nishikawa-Toomey, Nishikawa-Toomey, Mizu, Tristan Deleu +7 · 4 citations
   Computer Science · Environmental Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network
   2023/05/30 by Tristan Deleu, Mizu Nishikawa-Toomey, Deleu, Tristan +9 · 4 citations
   Computer Science · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
8. Discrete Probabilistic Inference as Control in Multi-path Environments
   2024/02/15 by Tristan Deleu, Deleu, Tristan, Padideh Nouri +7 · 5 citations
   Computer Science · #Advanced Database Systems and Queries #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. The Effect of Diversity in Meta-Learning
   2022/01/27 by Ramnath Kumar, Tristan Deleu, Kumar, Ramnath +3 · 1 citation
   Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and Data Classification #Multimodal Machine Learning Applications
10. BatchGFN: Generative Flow Networks for Batch Active Learning
    2023/06/26 by Shreshth A. Malik, Salem Lahlou, Malik, Shreshth A. +13 · 1 citation
    Computer Science · Physics and Astronomy · #Machine Learning and Algorithms #Neural Networks and Applications #Model Reduction and Neural Networks
11. Continuous-Time Meta-Learning with Forward Mode Differentiation
    2022/03/02 by Tristan Deleu, Deleu, Tristan, David Kanaa +11 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning
12. Causal Discovery in Astrophysics: Unraveling Supermassive Black Hole and Galaxy Coevolution
    2024/10/01 by Zehao Jin, Mario Pasquato, Benjamin L. Davis +10 · 1 voice · 1 citation
    Physics and Astronomy · #Black Holes and Theoretical Physics #Cosmology and Gravitation Theories #Galaxies: Formation, Evolution, Phenomena #astro-ph.GA
13. The TCGA Meta-Dataset Clinical Benchmark
    2019/10/18 by Mandana Samiei, Tobias Würfl, Samiei, Mandana +15 · 1 citation
    Decision Sciences · Medicine · #FOS: Biological sciences #FOS: Computer and information sciences #Frailty in Older Adults #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Meta-analysis and systematic reviews #Quantitative Methods (q-bio.QM) #Radiomics and Machine Learning in Medical Imaging