conftrace_

markov decision process

790 papers

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Also known as

MDP

Co-occurring keywords

reinforcement learning (4352) regret bound (1926) sample complexity (1169) policy optimization (657) value iteration (162) online learning (1777) function approximation (319) optimal policy (93) deep reinforcement learning (903) value function (295)

Papers

Sequence-to-Sequence Language Grounding of Non-Markovian Task Specifications RSS 2018
Variance-Aware Regret Bounds for Undiscounted Reinforcement Learning in MDPs ALT 2018
Problem Dependent Reinforcement Learning Bounds Which Can Identify Bandit Structure in MDPs ICML 2018
Configurable Markov Decision Processes ICML 2018
Learning Cost-Effective and Interpretable Treatment Regimes AISTATS 2017
Unifying Task Specification in Reinforcement Learning ICML 2017
Hierarchy Through Composition with Multitask LMDPs ICML 2017
Why is Posterior Sampling Better than Optimism for Reinforcement Learning? ICML 2017
Multi-View Decision Processes: The Helper-AI Problem NIPS 2017
Regret Minimization in MDPs with Options without Prior Knowledge NIPS 2017
Data-Efficient Policy Evaluation Through Behavior Policy Search ICML 2017
Optimistic Planning for the Stochastic Knapsack Problem AISTATS 2017
Logistic Markov Decision Processes IJCAI 2017
Autonomous Task Sequencing for Customized Curriculum Design in Reinforcement Learning IJCAI 2017
Reduction Techniques for Model Checking and Learning in MDPs IJCAI 2017
Is the Bellman residual a bad proxy? NIPS 2017
Improved Strong Worst-case Upper Bounds for MDP Planning IJCAI 2017
Learning Unknown Markov Decision Processes: A Thompson Sampling Approach NIPS 2017
Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning NIPS 2017
Budget-Aware Deep Semantic Video Segmentation CVPR 2017
Runtime Neural Pruning NIPS 2017
Optimistic posterior sampling for reinforcement learning: worst-case regret bounds NIPS 2017
Reinforcement Learning with a Corrupted Reward Channel IJCAI 2017
A Reinforcement Learning Approach to the View Planning Problem CVPR 2017
POMDPs.jl: A Framework for Sequential Decision Making under Uncertainty JMLR 2017