A theory of continuous generative flow networks

30 January 2023

Alex Hernández-García

Nikolay Malkin

Papers citing "A theory of continuous generative flow networks"

22 / 72 papers shown

Title
Human-in-the-Loop Causal Discovery under Latent Confounding using Ancestral GFlowNets Tiago da Silva Eliezer de Souza da Silva Adèle Ribeiro António Góis Dominik Heider Samuel Kaski Diego Mesquita CML 30 6 0 21 Sep 2023
Generative Flow Networks: a Markov Chain Perspective T. Deleu Yoshua Bengio BDL 13 8 0 04 Jul 2023
Multi-Fidelity Active Learning with GFlowNets Alex Hernandez-Garcia Nikita Saxena Moksh Jain Cheng-Hao Liu Yoshua Bengio AI4CE 11 14 0 20 Jun 2023
Meta Generative Flow Networks with Personalization for Task-Specific Adaptation Xinyuan Ji Xu Zhang Wei Xi Haozhi Wang Olga Gadyatskaya Yinchuan Li 11 1 0 16 Jun 2023
Entropy-based Training Methods for Scalable Neural Implicit Sampler Weijian Luo Boya Zhang Zhihua Zhang 13 10 0 08 Jun 2023
Goal-conditioned GFlowNets for Controllable Multi-Objective Molecular Design Julien Roy Pierre-Luc Bacon C. Pal Emmanuel Bengio AI4CE 15 14 0 07 Jun 2023
Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network T. Deleu Mizu Nishikawa-Toomey Jithendaraa Subramanian Nikolay Malkin Laurent Charlin Yoshua Bengio BDL 23 43 0 30 May 2023
Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with GFlowNets Dinghuai Zhang H. Dai Nikolay Malkin Aaron Courville Yoshua Bengio L. Pan 15 36 0 26 May 2023
torchgfn: A PyTorch GFlowNet library Salem Lahlou J. Viviano Victor Schmidt Yoshua Bengio AI4CE 22 4 0 24 May 2023
Generative Flow Networks for Precise Reward-Oriented Active Learning on Graphs Yinchuan Li Zhigang Li Wenqian Li Yunfeng Shao Yan Zheng Jianye Hao 21 3 0 24 Apr 2023
CFlowNets: Continuous Control with Generative Flow Networks Yinchuan Li Shuang Luo Haozhi Wang Jianye Hao 81 20 0 04 Mar 2023
GFlowNet-EM for learning compositional latent variable models J. E. Hu Nikolay Malkin Moksh Jain Katie Everett Alexandros Graikos Yoshua Bengio CoGe 14 38 0 13 Feb 2023
Distributional GFlowNets with Quantile Flows Dinghuai Zhang L. Pan Ricky T. Q. Chen Aaron Courville Yoshua Bengio 17 25 0 11 Feb 2023
Better Training of GFlowNets with Local Credit and Incomplete Trajectories L. Pan Nikolay Malkin Dinghuai Zhang Yoshua Bengio 4 59 0 03 Feb 2023
GFlowNets for AI-Driven Scientific Discovery Moksh Jain T. Deleu Jason S. Hartford Cheng-Hao Liu Alex Hernandez-Garcia Yoshua Bengio AI4CE 13 32 0 01 Feb 2023
Generative Augmented Flow Networks L. Pan Dinghuai Zhang Aaron Courville Longbo Huang Yoshua Bengio 98 42 0 07 Oct 2022
Latent State Marginalization as a Low-cost Approach for Improving Exploration Dinghuai Zhang Aaron Courville Yoshua Bengio Qinqing Zheng Amy Zhang Ricky T. Q. Chen OOD 17 8 0 03 Oct 2022
GFlowNets and variational inference Nikolay Malkin Salem Lahlou T. Deleu Xu Ji J. E. Hu Katie Everett Dinghuai Zhang Yoshua Bengio BDL 127 77 0 02 Oct 2022
Unifying Generative Models with GFlowNets and Beyond Dinghuai Zhang Ricky T. Q. Chen Nikolay Malkin Yoshua Bengio BDL AI4CE 35 25 0 06 Sep 2022
Trajectory balance: Improved credit assignment in GFlowNets Nikolay Malkin Moksh Jain Emmanuel Bengio Chen Sun Yoshua Bengio 145 165 0 31 Jan 2022
BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery Chris Cundy Aditya Grover Stefano Ermon CML 32 71 0 06 Dec 2021
GFlowNet Foundations Yoshua Bengio Salem Lahlou T. Deleu J. E. Hu Mo Tiwari Emmanuel Bengio 11 209 0 17 Nov 2021