Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement
Learning via Frank-Wolfe Policy Optimization

Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement Learning via Frank-Wolfe Policy Optimization

22 February 2021

Ping-Chun Hsieh

Papers citing "Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement Learning via Frank-Wolfe Policy Optimization"

12 / 12 papers shown

Title
Efficient Action-Constrained Reinforcement Learning via Acceptance-Rejection Method and Augmented MDPs Wei-Ting Hung Shao-Hua Sun Ping-Chun Hsieh 36 0 0 17 Mar 2025
Leveraging Constraint Violation Signals For Action-Constrained Reinforcement Learning J. Brahmanage Jiajing Ling Akshat Kumar 40 0 0 08 Feb 2025
Safe Reinforcement Learning with Learned Non-Markovian Safety Constraints Siow Meng Low Akshat Kumar OffRL 30 0 0 05 May 2024
FlowPG: Action-constrained Policy Gradient with Normalizing Flows J. Brahmanage Jiajing Ling Akshat Kumar 19 3 0 07 Feb 2024
Generative Modelling of Stochastic Actions with Arbitrary Constraints in Reinforcement Learning Changyu Chen Ramesha Karunasena Thanh Hong Nguyen Arunesh Sinha Pradeep Varakantham 23 9 0 26 Nov 2023
Nonsmooth Projection-Free Optimization with Functional Constraints Kamiar Asgari Michael J. Neely 29 0 0 18 Nov 2023
DFWLayer: Differentiable Frank-Wolfe Optimization Layer Zixuan Liu Liu Liu Xueqian Wang P. Zhao AI4CE 17 0 0 21 Aug 2023
Benchmarking Actor-Critic Deep Reinforcement Learning Algorithms for Robotics Control with Action Constraints Kazumi Kasaura Shuwa Miura Tadashi Kozuno Ryo Yonetani Kenta Hoshino Y. Hosoe 45 14 0 18 Apr 2023
Neural Frank-Wolfe Policy Optimization for Region-of-Interest Intra-Frame Coding with HEVC/H.265 Yung-Han Ho Chia-Hao Kao Wen-Hsiao Peng Ping-Chun Hsieh 23 3 0 27 Sep 2022
Action-Constrained Reinforcement Learning for Frame-Level Bit Allocation in HEVC/H.265 through Frank-Wolfe Policy Optimization Yung-Han Ho Yun Liang Chia-Hao Kao Wen-Hsiao Peng 16 1 0 10 Mar 2022
Breaking the Linear Iteration Cost Barrier for Some Well-known Conditional Gradient Methods Using MaxIP Data-structures Anshumali Shrivastava Zhao-quan Song Zhaozhuo Xu 27 28 0 30 Nov 2021
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach Yinlam Chow Aviv Tamar Shie Mannor Marco Pavone 67 310 0 06 Jun 2015