conftrace_

approximate dynamic programming

31 papers

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Also known as

ADP

Co-occurring keywords

reinforcement learning (4352) policy iteration (99) value function approximation (100) value iteration (162) value function (295) markov decision process (790) policy gradient (520) bellman residual (16) robust markov decision process (29) dynamic programming (274)

Papers

Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time NIPS 2024
Conditional abstraction trees for sample-efficient reinforcement learning UAI 2023
Policy Gradient in Robust MDPs with Global Convergence Guarantee ICML 2023
Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems JMLR 2022
Confident Approximate Policy Iteration for Efficient Local Planning in $q^\pi$-realizable MDPs NIPS 2022
Common Information based Approximate State Representations in Multi-Agent Reinforcement Learning AISTATS 2022
Abstraction-based branch and bound approach to Q-learning for hybrid optimal control L4DC 2021
Deep Conservative Policy Iteration AAAI 2020
Neural Approximate Dynamic Programming for On-Demand Ride-Pooling AAAI 2020
Multiple-Step Greedy Policies in Approximate and Online Reinforcement Learning NIPS 2018
Iterative Value-Aware Model Learning NIPS 2018
Bayesian Optimization with a Finite Budget: An Approximate Dynamic Programming Approach NIPS 2016
Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015
Approximate Modified Policy Iteration and its Application to the Game of Tetris JMLR 2015
Scaling Up Robust MDPs using Function Approximation ICML 2014
RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NIPS 2014
Difference of Convex Functions Programming for Reinforcement Learning NIPS 2014
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result NIPS 2013
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris NIPS 2013
Safe Policy Iteration ICML 2013
Non-parametric Approximate Dynamic Programming via the Kernel Method NIPS 2012
Value Pursuit Iteration NIPS 2012
A reinterpretation of the policy oscillation phenomenon in approximate policy iteration NIPS 2011
Error Propagation for Approximate Policy and Value Iteration NIPS 2010
A Smoothed Approximate Linear Program NIPS 2009