End-to-end Active Object Tracking via Reinforcement Learning May 30, 2017 Deep Reinforcement Learning Object
— Unverified Experience Replay Using Transition Sequences May 30, 2017 reinforcement-learning Reinforcement Learning
— Unverified Constrained Policy Optimization May 30, 2017 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Fine-grained acceleration control for autonomous intersection management using deep reinforcement learning May 30, 2017 Autonomous Vehicles Deep Reinforcement Learning
— Unverified Latent Intention Dialogue Models May 29, 2017 reinforcement-learning Reinforcement Learning
Code Code Available Free energy-based reinforcement learning using a quantum processor May 29, 2017 reinforcement-learning Reinforcement Learning
Code Code Available Boltzmann Exploration Done Right May 29, 2017 Decision Making Decision Making Under Uncertainty
— Unverified Role Playing Learning for Socially Concomitant Mobile Robot Navigation May 29, 2017 Navigate Reinforcement Learning
— Unverified First-spike based visual categorization using reward-modulated STDP May 25, 2017 Game of Go Object Recognition
— Unverified Cross-Domain Perceptual Reward Functions May 25, 2017 Deep Reinforcement Learning reinforcement-learning
— Unverified State Space Decomposition and Subgoal Creation for Transfer in Deep Reinforcement Learning May 24, 2017 Deep Reinforcement Learning reinforcement-learning
— Unverified Reinforcement Learning with a Corrupted Reward Channel May 23, 2017 reinforcement-learning Reinforcement Learning
Code Code Available Visual Semantic Planning using Deep Successor Representations May 23, 2017 Imitation Learning Reinforcement Learning
— Unverified Safe Model-based Reinforcement Learning with Stability Guarantees May 23, 2017 model Model-based Reinforcement Learning
Code Code Available Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach May 23, 2017 Decision Making Deep Reinforcement Learning
— Unverified Enhanced Experience Replay Generation for Efficient Reinforcement Learning May 23, 2017 Deep Reinforcement Learning Generative Adversarial Network
— Unverified Guide Actor-Critic for Continuous Control May 22, 2017 continuous-control Continuous Control
Code Code Available AIXIjs: A Software Demo for General Reinforcement Learning May 22, 2017 General Reinforcement Learning OpenAI Gym
Code Code Available A unified view of entropy-regularized Markov decision processes May 22, 2017 Policy Gradient Methods reinforcement-learning
— Unverified Ask the Right Questions: Active Question Reformulation with Reinforcement Learning May 22, 2017 Information Retrieval Question Answering
Code Code Available Concrete Dropout May 22, 2017 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Learning to Mix n-Step Returns: Generalizing lambda-Returns for Deep Reinforcement Learning May 21, 2017 Benchmarking Decision Making
— Unverified Experience enrichment based task independent reward model May 21, 2017 model reinforcement-learning
— Unverified Shallow Updates for Deep Reinforcement Learning May 21, 2017 Atari Games Deep Reinforcement Learning
— Unverified Learning to Factor Policies and Action-Value Functions: Factored Action Space Representations for Deep Reinforcement learning May 20, 2017 Decision Making Deep Reinforcement Learning
— Unverified Batch Reinforcement Learning on the Industrial Benchmark: First Experiences May 20, 2017 reinforcement-learning Reinforcement Learning
— Unverified A Comparison of Reinforcement Learning Techniques for Fuzzy Cloud Auto-Scaling May 19, 2017 Management Q-Learning
— Unverified Atari games and Intel processors May 19, 2017 Atari Games BIG-bench Machine Learning
— Unverified Posterior sampling for reinforcement learning: worst-case regret bounds May 19, 2017 reinforcement-learning Reinforcement Learning
— Unverified Delving into adversarial attacks on deep policies May 18, 2017 Deep Reinforcement Learning reinforcement-learning
— Unverified Feature Control as Intrinsic Motivation for Hierarchical Reinforcement Learning May 18, 2017 Hierarchical Reinforcement Learning Montezuma's Revenge
Code Code Available Automatic Goal Generation for Reinforcement Learning Agents May 17, 2017 reinforcement-learning Reinforcement Learning
Code Code Available New Reinforcement Learning Using a Chaotic Neural Network for Emergence of "Thinking" - "Exploration" Grows into "Thinking" through Learning - May 16, 2017 reinforcement-learning Reinforcement Learning
— Unverified Repeated Inverse Reinforcement Learning May 15, 2017 Imitation Learning reinforcement-learning
— Unverified Emotion in Reinforcement Learning Agents and Robots: A Survey May 15, 2017 AI Agent Decision Making
— Unverified Efficient Parallel Methods for Deep Reinforcement Learning May 13, 2017 Deep Reinforcement Learning GPU
Code Code Available Deep Episodic Value Iteration for Model-based Meta-Reinforcement Learning May 9, 2017 Meta Reinforcement Learning Model-based Reinforcement Learning
— Unverified Policy Iterations for Reinforcement Learning Problems in Continuous Time and Space -- Fundamental Theory and Methods May 9, 2017 Decision Making Q-Learning
Code Code Available Reinforced Mnemonic Reader for Machine Reading Comprehension May 8, 2017 Machine Reading Comprehension Question Answering
Code Code Available Experimental results : Reinforcement Learning of POMDPs using Spectral Methods May 7, 2017 reinforcement-learning Reinforcement Learning
— Unverified Machine Comprehension by Text-to-Text Neural Question Generation May 4, 2017 Question Answering Question Generation
Code Code Available Answer Set Programming for Non-Stationary Markov Decision Processes May 3, 2017 Decision Making reinforcement-learning
— Unverified Navigating Occluded Intersections with Autonomous Vehicles using Deep Reinforcement Learning May 2, 2017 Autonomous Vehicles Deep Reinforcement Learning
— Unverified Learning Multimodal Transition Dynamics for Model-Based Reinforcement Learning May 1, 2017 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning Apr 28, 2017 reinforcement-learning Reinforcement Learning
— Unverified Mapping Instructions and Visual Observations to Actions with Reinforcement Learning Apr 28, 2017 reinforcement-learning Reinforcement Learning
Code Code Available On Improving Deep Reinforcement Learning for POMDPs Apr 26, 2017 Atari Games Decision Making
Code Code Available Reinforcement Learning-based Thermal Comfort Control for Vehicle Cabins Apr 25, 2017 reinforcement-learning Reinforcement Learning
— Unverified Molecular De Novo Design through Deep Reinforcement Learning Apr 25, 2017 Activity Prediction Deep Reinforcement Learning
Code Code Available From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood Apr 25, 2017 reinforcement-learning Reinforcement Learning
Code Code Available 