Publications

2023

1. NeurIPS

   Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network

   Tristan Deleu, Mizu Nishikawa-Toomey, Jithendaraa Subramanian, and 3 more authors

   Advances in Neural Information Processing Systems, 2023

   Bib

   @article{deleu2023joint,
     title = {Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network},
     author = {Deleu, Tristan and Nishikawa-Toomey, Mizu and Subramanian, Jithendaraa and Malkin, Nikolay and Charlin, Laurent and Bengio, Yoshua},
     journal = {Advances in Neural Information Processing Systems},
     year = {2023},
     selected = true,
   }

2. Under review,
   AISTATS 2024

   Bayesian learning of Causal Structure and Mechanisms with GFlowNets and Variational Bayes

   Mizu Nishikawa-Toomey*, Tristan Deleu*, Jithendaraa Subramanian, and 2 more authors

   AAAI Workshop Graphs and More Complex Structures for Learning and Reasoning, 2023

   Bib

   @article{nishikawa2022vbg,
     title = {{Bayesian learning of Causal Structure and Mechanisms with GFlowNets and Variational Bayes}},
     author = {Nishikawa-Toomey*, Mizu and Deleu*, Tristan and Subramanian, Jithendaraa and Bengio, Yoshua and Charlin, Laurent},
     journal = {AAAI Workshop Graphs and More Complex Structures for Learning and Reasoning},
     year = {2023},
     selected = true,
   }

2022

1. Under review,
   ICLR 2024

   Learning Latent Structural Causal Models

   Jithendaraa Subramanian, Yashas Annadani, Ivaxi Sheth, and 5 more authors

   arXiv preprint arXiv:2210.13583, 2022

   Bib

   @article{subramanian2022learning,
     title = {Learning Latent Structural Causal Models},
     author = {Subramanian, Jithendaraa and Annadani, Yashas and Sheth, Ivaxi and Ke, Nan Rosemary and Deleu, Tristan and Bauer, Stefan and Nowrouzezahrai, Derek and Kahou, Samira Ebrahimi},
     journal = {arXiv preprint arXiv:2210.13583},
     year = {2022},
     selected = true,
   }

2021

1. EDM

   Deep Reinforcement Learning to Simulate, Train, and Evaluate Instructional Sequencing Policies

   J. Subramanian, and J. Mostow

   RL4ED workshop at EDM conference, 2021

   Bib PDF

   @article{step_rl4education,
     title = {Deep Reinforcement Learning to Simulate, Train, and Evaluate Instructional Sequencing Policies},
     author = {Subramanian, J. and Mostow, J.},
     year = {2021},
     journal = {RL4ED workshop at EDM conference},
     selected = true
   }