Learning Deterministic Policy with Target for Power Control in Wireless Networks Feb 21, 2019 Deep Reinforcement Learning reinforcement-learning
— Unverified Statistics and Samples in Distributional Reinforcement Learning Feb 21, 2019 Distributional Reinforcement Learning reinforcement-learning
— Unverified Curiosity-Driven Experience Prioritization via Density Estimation Feb 20, 2019 Density Estimation OpenAI Gym
— Unverified Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs Feb 20, 2019 Bayesian Inference Position
Code Code Available From Language to Goals: Inverse Reinforcement Learning for Vision-Based Instruction Following Feb 20, 2019 Instruction Following reinforcement-learning
— Unverified Emergent Coordination Through Competition Feb 19, 2019 continuous-control Continuous Control
— Unverified DOM-Q-NET: Grounded RL on Structured Language Feb 19, 2019 Deep Reinforcement Learning Graph Neural Network
Code Code Available Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization Feb 19, 2019 Deep Reinforcement Learning reinforcement-learning
Code Code Available A novel repetition normalized adversarial reward for headline generation Feb 19, 2019 Headline Generation reinforcement-learning
— Unverified Hyperbolic Discounting and Learning over Multiple Horizons Feb 19, 2019 reinforcement-learning Reinforcement Learning
Code Code Available Investigating Generalisation in Continuous Deep Reinforcement Learning Feb 19, 2019 Deep Reinforcement Learning reinforcement-learning
— Unverified Message-Dropout: An Efficient Training Method for Multi-Agent Deep Reinforcement Learning Feb 18, 2019 Deep Reinforcement Learning Multi-agent Reinforcement Learning
— Unverified Parenting: Safe Reinforcement Learning from Human Input Feb 18, 2019 reinforcement-learning Reinforcement Learning
— Unverified A new Potential-Based Reward Shaping for Reinforcement Learning Agent Feb 17, 2019 Atari Games reinforcement-learning
— Unverified Leveraging Communication Topologies Between Learning Agents in Deep Reinforcement Learning Feb 16, 2019 BIG-bench Machine Learning Deep Reinforcement Learning
— Unverified Heuristics, Answer Set Programming and Markov Decision Process for Solving a Set of Spatial Puzzles Feb 16, 2019 Q-Learning Reinforcement Learning
Code Code Available Deep Reinforcement Learning Based High-level Driving Behavior Decision-making Model in Heterogeneous Traffic Feb 15, 2019 Decision Making Deep Reinforcement Learning
— Unverified Asynchronous Coagent Networks Feb 15, 2019 Hierarchical Reinforcement Learning reinforcement-learning
— Unverified Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning Feb 15, 2019 Deep Reinforcement Learning Imitation Learning
Code Code Available Robust Reinforcement Learning in POMDPs with Incomplete and Noisy Observations Feb 15, 2019 continuous-control Continuous Control
— Unverified Unsupervised Visuomotor Control through Distributional Planning Networks Feb 14, 2019 reinforcement-learning Reinforcement Learning
Code Code Available Active Perception in Adversarial Scenarios using Maximum Entropy Deep Reinforcement Learning Feb 14, 2019 Deep Reinforcement Learning reinforcement-learning
— Unverified Reinforcement Learning to Optimize Long-term User Engagement in Recommender Systems Feb 13, 2019 Recommendation Systems reinforcement-learning
— Unverified Reinforcement Learning for UA V Attitude Control Feb 13, 2019 reinforcement-learning Reinforcement Learning
— Unverified Preferences Implicit in the State of the World Feb 12, 2019 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available ACTRCE: Augmenting Experience via Teacher's Advice For Multi-Goal Reinforcement Learning Feb 12, 2019 Multi-Goal Reinforcement Learning reinforcement-learning
— Unverified Deep Reinforcement Learning from Policy-Dependent Human Feedback Feb 12, 2019 Deep Reinforcement Learning Minecraft
— Unverified Latent Space Reinforcement Learning for Steering Angle Prediction Feb 11, 2019 Deep Reinforcement Learning Prediction
— Unverified Generalization through Simulation: Integrating Simulated and Real Data into Deep Reinforcement Learning for Vision-Based Autonomous Flight Feb 11, 2019 Collision Avoidance Deep Reinforcement Learning
Code Code Available Performance Dynamics and Termination Errors in Reinforcement Learning: A Unifying Perspective Feb 11, 2019 reinforcement-learning Reinforcement Learning
— Unverified Stochastic Reinforcement Learning Feb 11, 2019 reinforcement-learning Reinforcement Learning
— Unverified Whole-Chain Recommendations Feb 11, 2019 Multi-agent Reinforcement Learning Recommendation Systems
— Unverified WiseMove: A Framework for Safe Deep Reinforcement Learning for Autonomous Driving Feb 11, 2019 Autonomous Driving Deep Reinforcement Learning
— Unverified A Bandit Framework for Optimal Selection of Reinforcement Learning Agents Feb 10, 2019 Deep Reinforcement Learning Inductive Bias
— Unverified Reinforcement Learning from Hierarchical Critics Feb 8, 2019 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Distributional reinforcement learning with linear function approximation Feb 8, 2019 Distributional Reinforcement Learning reinforcement-learning
— Unverified Novelty Search for Deep Reinforcement Learning Policy Network Weights by Action Sequence Edit Metric Distance Feb 8, 2019 Deep Reinforcement Learning Evolutionary Algorithms
Code Code Available Rethinking the Discount Factor in Reinforcement Learning: A Decision Theoretic Approach Feb 8, 2019 Decision Making reinforcement-learning
— Unverified Metaoptimization on a Distributed System for Deep Reinforcement Learning Feb 7, 2019 Atari Games Deep Reinforcement Learning
— Unverified Visual search and recognition for robot task execution and monitoring Feb 7, 2019 Common Sense Reasoning Deep Reinforcement Learning
— Unverified Artificial Intelligence for Prosthetics - challenge solutions Feb 7, 2019 Deep Reinforcement Learning Imitation Learning
Code Code Available Bayesian Reinforcement Learning via Deep, Sparse Sampling Feb 7, 2019 Efficient Exploration reinforcement-learning
Code Code Available Decentralized Multi-Agents by Imitation of a Centralized Controller Feb 6, 2019 Imitation Learning Multi-agent Reinforcement Learning
— Unverified A Guiding Principle for Causal Decision Problems Feb 6, 2019 Decision Making reinforcement-learning
— Unverified On L_2-consistency of nearest neighbor matching Feb 6, 2019 Causal Inference Domain Adaptation
— Unverified Neural Fictitious Self-Play on ELF Mini-RTS Feb 6, 2019 reinforcement-learning Reinforcement Learning
— Unverified Space Navigator: a Tool for the Optimization of Collision Avoidance Maneuvers Feb 6, 2019 Collision Avoidance reinforcement-learning
— Unverified Separating value functions across time-scales Feb 5, 2019 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Reinforcement Learning for Optimal Load Distribution Sequencing in Resource-Sharing System Feb 5, 2019 reinforcement-learning Reinforcement Learning
— Unverified Polyphonic Music Composition with LSTM Neural Networks and Reinforcement Learning Feb 5, 2019 reinforcement-learning Reinforcement Learning
— Unverified 