Reinforcement Learning

Direct Loss Minimization Inverse Optimal Control RSS 2015 High Confidence Policy Improvement ICML 2015 Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning ICML 2015 Interactive Control of Diverse Complex Characters with Neural Networks NeurIPS 2015 Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015 Non-Stationary Approximate Modified Policy Iteration ICML 2015 Online Planning for Autonomous Running Jumps Over Obstacles in High-Speed Quadrupeds RSS 2015 Policy Evaluation Using the Ω-Return NeurIPS 2015 Policy Gradient for Coherent Risk Measures NeurIPS 2015 Policy Search for Multi-Robot Coordination under Uncertainty RSS 2015 Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation ACML 2015 Robust Trajectory Optimization: A Cooperative Stochastic Game Theoretic Approach RSS 2015 Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning NeurIPS 2015 Sequential Information Maximization: When is Greedy Near-optimal? COLT 2015 Active Reward Learning RSS 2014 Algorithms for CVaR Optimization in MDPs NeurIPS 2014 A new Q(lambda) with interim forward view and Monte Carlo equivalence ICML 2014 Approximate Policy Iteration Schemes: A Comparison ICML 2014 Bayes-Adaptive Simulation-based Search with Value Function Approximation NeurIPS 2014 Design Principles of the Hippocampal Cognitive Map NeurIPS 2014 Difference of Convex Functions Programming for Reinforcement Learning NeurIPS 2014 How hard is my MDP?" The distribution-norm to the rescue" NeurIPS 2014 Improving offline evaluation of contextual bandit algorithms via bootstrapping techniques ICML 2014 Information-based learning by agents in unbounded state spaces NeurIPS 2014 Near-optimal Reinforcement Learning in Factored MDPs NeurIPS 2014