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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

A Finite Time Analysis of Temporal Difference Learning With Linear Function Approximation COLT 2018
Stochastic Variance-Reduced Policy Gradient ICML 2018
Spotlight: Optimizing Device Placement for Training Deep Neural Networks ICML 2018
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning ICML 2018
Path Consistency Learning in Tsallis Entropy Regularized MDPs ICML 2018
Scalable Bilinear Pi Learning Using State and Action Features ICML 2018
On Q-learning Convergence for Non-Markov Decision Processes IJCAI 2018
Computational Approaches for Stochastic Shortest Path on Succinct MDPs IJCAI 2018
Emergency Response Optimization using Online Hybrid Planning IJCAI 2018
Minimax-Regret Querying on Side Effects for Safe Optimality in Factored Markov Decision Processes IJCAI 2018
SeedNet: Automatic Seed Generation With Deep Reinforcement Learning for Robust Interactive Segmentation CVPR 2018
Distort-and-Recover: Color Enhancement Using Deep Reinforcement Learning CVPR 2018
Reinforcement Cutting-Agent Learning for Video Object Segmentation CVPR 2018
Near-Optimal Time and Sample Complexities for Solving Markov Decision Processes with a Generative Model NIPS 2018
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NIPS 2018
Temporal Regularization for Markov Decision Process NIPS 2018
Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes NIPS 2018
Bayesian Control of Large MDPs with Unknown Dynamics in Data-Poor Environments NIPS 2018
Learning 6-DoF Grasping and Pick-Place Using Attention Focus CORL 2018
Exploration in Structured Reinforcement Learning NIPS 2018
Representation Balancing MDPs for Off-policy Policy Evaluation NIPS 2018
Q-learning with Nearest Neighbors NIPS 2018
Impression Allocation for Combating Fraud in E-commerce Via Deep Reinforcement Learning with Action Norm Penalty IJCAI 2018
On Generalized Bellman Equations and Temporal-Difference Learning JMLR 2018
Toward Automatically Measuring Learner Ability from Human-Machine Dialog Interactions using Novel Psychometric Models NAACL 2018