The StarCraft Multi-Agent Challenge Feb 11, 2019 Benchmarking MuJoCo
Code Code Available Whole-Chain Recommendations Feb 11, 2019 Multi-agent Reinforcement Learning Recommendation Systems
— 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 Rethinking the Discount Factor in Reinforcement Learning: A Decision Theoretic Approach Feb 8, 2019 Decision Making 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 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 Bayesian Reinforcement Learning via Deep, Sparse Sampling Feb 7, 2019 Efficient Exploration reinforcement-learning
Code Code Available Artificial Intelligence for Prosthetics - challenge solutions Feb 7, 2019 Deep Reinforcement Learning Imitation Learning
Code Code Available Neural Fictitious Self-Play on ELF Mini-RTS Feb 6, 2019 reinforcement-learning Reinforcement Learning
— Unverified On L_2-consistency of nearest neighbor matching Feb 6, 2019 Causal Inference Domain Adaptation
— Unverified Space Navigator: a Tool for the Optimization of Collision Avoidance Maneuvers Feb 6, 2019 Collision Avoidance reinforcement-learning
— Unverified 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 Adaptive Stress Testing for Autonomous Vehicles Feb 5, 2019 Autonomous Vehicles Decision Making
— 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 Learning to Schedule Communication in Multi-agent Reinforcement Learning Feb 5, 2019 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available AlphaStar: An Evolutionary Computation Perspective Feb 5, 2019 Diversity Reinforcement Learning
— Unverified Interactively shaping robot behaviour with unlabeled human instructions Feb 5, 2019 Reinforcement Learning Reinforcement Learning (RL)
— Unverified Total stochastic gradient algorithms and applications in reinforcement learning Feb 5, 2019 Density Estimation reinforcement-learning
— Unverified The Natural Language of Actions Feb 4, 2019 reinforcement-learning Reinforcement Learning
Code Code Available PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos Feb 4, 2019 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Value-aware Recommendation based on Reinforced Profit Maximization in E-commerce Systems Feb 3, 2019 Recommendation Systems reinforcement-learning
— Unverified A Meta-MDP Approach to Exploration for Lifelong Reinforcement Learning Feb 3, 2019 reinforcement-learning Reinforcement Learning
Code Code Available Certified Reinforcement Learning with Logic Guidance Feb 2, 2019 Decision Making Decision Making Under Uncertainty
Code Code Available Learning User Preferences via Reinforcement Learning with Spatial Interface Valuing Feb 2, 2019 BIG-bench Machine Learning reinforcement-learning
— Unverified When Collaborative Filtering Meets Reinforcement Learning Feb 2, 2019 Collaborative Filtering Interactive Recommendation
— Unverified Non-asymptotic Analysis of Biased Stochastic Approximation Scheme Feb 2, 2019 reinforcement-learning Reinforcement Learning
— Unverified Visual Rationalizations in Deep Reinforcement Learning for Atari Games Feb 1, 2019 Atari Games Decision Making
— Unverified Policy Consolidation for Continual Reinforcement Learning Feb 1, 2019 Continual Learning continuous-control
Code Code Available Privacy Preserving Off-Policy Evaluation Feb 1, 2019 Off-policy evaluation Privacy Preserving
— Unverified Competitive Experience Replay Feb 1, 2019 reinforcement-learning Reinforcement Learning
— Unverified Learning Action Representations for Reinforcement Learning Feb 1, 2019 reinforcement-learning Reinforcement Learning
— Unverified Joint Entity Linking with Deep Reinforcement Learning Feb 1, 2019 Deep Reinforcement Learning Entity Disambiguation
— Unverified A Geometric Perspective on Optimal Representations for Reinforcement Learning Jan 31, 2019 reinforcement-learning Reinforcement Learning
— Unverified An Optimization Framework for Task Sequencing in Curriculum Learning Jan 31, 2019 reinforcement-learning Reinforcement Learning
— Unverified Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective Jan 31, 2019 continuous-control Continuous Control
Code Code Available Tsallis Reinforcement Learning: A Unified Framework for Maximum Entropy Reinforcement Learning Jan 31, 2019 MuJoCo reinforcement-learning
— Unverified Addressing Sample Complexity in Visual Tasks Using HER and Hallucinatory GANs Jan 31, 2019 Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Successor Features Combine Elements of Model-Free and Model-based Reinforcement Learning Jan 31, 2019 Decision Making model
— Unverified The Value Function Polytope in Reinforcement Learning Jan 31, 2019 reinforcement-learning Reinforcement Learning
— Unverified Probability Functional Descent: A Unifying Perspective on GANs, Variational Inference, and Reinforcement Learning Jan 30, 2019 BIG-bench Machine Learning reinforcement-learning
— Unverified Privacy-preserving Q-Learning with Functional Noise in Continuous State Spaces Jan 30, 2019 Privacy Preserving Q-Learning
Code Code Available A Comparative Analysis of Expected and Distributional Reinforcement Learning Jan 30, 2019 Distributional Reinforcement Learning reinforcement-learning
— Unverified Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement Jan 30, 2019 Deep Reinforcement Learning reinforcement-learning
— Unverified Safe, Efficient, and Comfortable Velocity Control based on Reinforcement Learning for Autonomous Driving Jan 29, 2019 Autonomous Driving Deep Reinforcement Learning
Code Code Available 