Policy Optimization for Constrained MDPs with Provable Fast Global Convergence

31 October 2021

Papers citing "Policy Optimization for Constrained MDPs with Provable Fast Global Convergence"

4 / 4 papers shown

Title
Constraint-Generation Policy Optimization (CGPO): Nonlinear Programming for Policy Optimization in Mixed Discrete-Continuous MDPs Michael Gimelfarb Ayal Taitler Scott Sanner 18 0 0 20 Jan 2024
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm Qinbo Bai Amrit Singh Bedi Vaneet Aggarwal 24 20 0 12 Jun 2022
Algorithm for Constrained Markov Decision Process with Linear Convergence E. Gladin Maksim Lavrik-Karmazin K. Zainullina Varvara Rudenko Alexander V. Gasnikov Martin Takáč 30 6 0 03 Jun 2022
Policy Mirror Descent for Reinforcement Learning: Linear Convergence, New Sampling Complexity, and Generalized Problem Classes Guanghui Lan 89 136 0 30 Jan 2021