Generalized Data Distribution Iteration
Jiajun Fan, Changnan Xiao, "Generalized Data Distribution Iteration." In the proceedings of International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA, 2022.
Publications
You can also find my articles on my Google Scholar profile.
Entire Space Counterfactual Learning: Tuning, Analytical Properties and Industrial Applications
Hao Wang, Zhichao Chen, Jiajun Fan, Yuxin Huang, Weiming Liu, Xinggao Liu, "Entire Space Counterfactual Learning: Tuning, Analytical Properties and Industrial Applications." Arxiv, 2022.
CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration
Changnan Xiao, Haosen Shi, Jiajun Fan, Shihong Deng, Haiyan Yin, "CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration." In the proceedings of Deep Reinforcement Learning Workshop NeurIPS 2022, 2022.
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
Jiajun Fan, Changnan Xiao, Yue Huang, "GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning." In the proceedings of AAAI-22 Workshop on Reinforcement Learning in Games, 2021.
CASA: A Bridge Between Gradient of Policy Improvement and Policy Evaluation
Changnan Xiao, Haosen Shi, Jiajun Fan, Shihong Deng, "CASA: A Bridge Between Gradient of Policy Improvement and Policy Evaluation." Arxiv, 2021.
An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning
Changnan Xiao, Haosen Shi, Jiajun Fan, Shihong Deng, "An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning." Arxiv, 2021.
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions
Jiajun Fan, "A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions." In the proceedings of AAAI-22 Workshop on Reinforcement Learning in Games, 2021.
Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning
Jiajun Fan, He Ba, Xian Guo, Jianye Hao, "Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning." Arxiv, 2020.