Reinforcement Learning

Bellman Error Based Feature Generation using Random Projections on Sparse Spaces NeurIPS 2013 Better Rates for Any Adversarial Deterministic MDP ICML 2013 Coco-Q: Learning in Stochastic Games with Side Payments ICML 2013 Competing with an Infinite Set of Models in Reinforcement Learning AISTATS 2013 Concurrent Reinforcement Learning from Customer Interactions ICML 2013 Construction of Approximation Spaces for Reinforcement Learning JMLR 2013 Convergence of Monte Carlo Tree Search in Simultaneous Move Games NeurIPS 2013 DESPOT: Online POMDP Planning with Regularization NeurIPS 2013 Dynamics, Control and Planning for Cooperative Manipulation of Payloads Suspended by Cables from Multiple Quadrotor Robots RSS 2013 Efficient Exploration and Value Function Generalization in Deterministic Systems NeurIPS 2013 EPMC: Every Visit Preference Monte Carlo for Reinforcement Learning ACML 2013 Estimation Bias in Multi-Armed Bandit Algorithms for Search Advertising NeurIPS 2013 Fast Interpolation and Time-Optimization on Implicit Contact Submanifolds RSS 2013 Further Optimal Regret Bounds for Thompson Sampling AISTATS 2013 Guided Policy Search ICML 2013 Improved and Generalized Upper Bounds on the Complexity of Policy Iteration NeurIPS 2013 Incremental Block Cholesky Factorization for Nonlinear Least Squares in Robotics RSS 2013 Incremental Semantically Grounded Learning from Demonstration RSS 2013 Integrated Perception and Planning in the Continuous Space: A POMDP Approach RSS 2013 Learning an Internal Dynamics Model from Control Demonstration ICML 2013 Learning from Limited Demonstrations NeurIPS 2013 Maximum Mean Discrepancy Imitation Learning RSS 2013 (More) Efficient Reinforcement Learning via Posterior Sampling NeurIPS 2013 Online Feature Selection for Model-based Reinforcement Learning ICML 2013 Online learning in episodic Markovian decision processes by relative entropy policy search NeurIPS 2013