On the Complexity of Policy Iteration

23 January 2013

Papers citing "On the Complexity of Policy Iteration"

12 / 12 papers shown

Title
Efficient Computation of Blackwell Optimal Policies using Rational Functions Dibyangshu Mukherjee Shivaram Kalyanakrishnan OffRL 4 0 0 25 Aug 2025
Howard's Policy Iteration is Subexponential for Deterministic Markov Decision Problems with Rewards of Fixed Bit-size and Arbitrary Discount Factor Dibyangshu Mukherjee Shivaram Kalyanakrishnan 76 2 0 01 May 2025
Geometric Policy Iteration for Markov Decision Processes Yue Wu J. D. Loera 106 3 0 12 Jun 2022
Lower Bounds for Policy Iteration on Multi-action MDPs Kumar Ashutosh Sarthak Consul Bhishma Dedhia Parthasarathi Khirwadkar Sahil Shah Shivaram Kalyanakrishnan 33 3 0 16 Sep 2020
Solving Discounted Stochastic Two-Player Games with Near-Optimal Time and Sample Complexity Aaron Sidford Mengdi Wang Lin F. Yang Yinyu Ye 138 71 0 29 Aug 2019
The Value Function Polytope in Reinforcement Learning Robert Dadashi Adrien Ali Taïga Nicolas Le Roux Dale Schuurmans Marc G. Bellemare 110 47 0 31 Jan 2019
On the Complexity of Value Iteration N. Balaji S. Kiefer Petr Novotný G. Pérez M. Shirmohammadi 88 14 0 13 Jul 2018
Variance Reduced Value Iteration and Faster Algorithms for Solving Markov Decision Processes Aaron Sidford Mengdi Wang X. Wu Yinyu Ye 162 132 0 27 Oct 2017
Primal-Dual $π$ Learning: Sample Complexity and Sublinear Run Time for Ergodic Markov Decision Problems Mengdi Wang 173 70 0 17 Oct 2017
Lower Bound On the Computational Complexity of Discounted Markov Decision Problems Yichen Chen Mengdi Wang 85 18 0 20 May 2017
Improved and Generalized Upper Bounds on the Complexity of Policy Iteration B. Scherrer 190 77 0 03 Jun 2013
A Learning Theoretic Approach to Energy Harvesting Communication System Optimization Pol Blasco Deniz Gündüz Mischa Dohler 157 269 0 21 Aug 2012