Possibility Before Utility: Learning And Using Hierarchical Affordances Mar 23, 2022 Hierarchical Reinforcement Learning Navigate
Code Code Available Asynchronous Reinforcement Learning for Real-Time Control of Physical Robots Mar 23, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design Mar 20, 2022 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available Teachable Reinforcement Learning via Advice Distillation Mar 19, 2022 Decision Making Imitation Learning
Code Code Available Reinforcement learning for automatic quadrilateral mesh generation: a soft actor-critic approach Mar 19, 2022 reinforcement-learning Reinforcement Learning
Code Code Available PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration Mar 16, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning Mar 16, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Latent-Variable Advantage-Weighted Policy Optimization for Offline RL Mar 16, 2022 continuous-control Continuous Control
Code Code Available Zipfian environments for Reinforcement Learning Mar 15, 2022 reinforcement-learning Reinforcement Learning
Code Code Available The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms Mar 12, 2022 BIG-bench Machine Learning Generative Adversarial Network
Code Code Available Multi-Objective reward generalization: Improving performance of Deep Reinforcement Learning for applications in single-asset trading Mar 9, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration Mar 8, 2022 Decision Making reinforcement-learning
Code Code Available Reliably Re-Acting to Partner's Actions with the Social Intrinsic Motivation of Transfer Empowerment Mar 7, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Deep Reinforcement Learning for Entity Alignment Mar 7, 2022 Decision Making Deep Reinforcement Learning
Code Code Available Influencing Long-Term Behavior in Multiagent Reinforcement Learning Mar 7, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Testing Stationarity and Change Point Detection in Reinforcement Learning Mar 3, 2022 Change Point Detection reinforcement-learning
Code Code Available Affordance Learning from Play for Sample-Efficient Policy Learning Mar 1, 2022 Deep Reinforcement Learning Motion Planning
Code Code Available Monkey Business: Reinforcement learning meets neighborhood search for Virtual Network Embedding Feb 28, 2022 Network Embedding reinforcement-learning
Code Code Available Avalanche RL: a Continual Reinforcement Learning Library Feb 28, 2022 Continual Learning OpenAI Gym
Code Code Available Combining Modular Skills in Multitask Learning Feb 28, 2022 Instruction Following reinforcement-learning
Code Code Available Building a 3-Player Mahjong AI using Deep Reinforcement Learning Feb 25, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RL Feb 24, 2022 All Imitation Learning
Code Code Available Blockchain Framework for Artificial Intelligence Computation Feb 23, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Using Deep Reinforcement Learning with Automatic Curriculum Learning for Mapless Navigation in Intralogistics Feb 23, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning Feb 23, 2022 D4RL Offline RL
Code Code Available A Comparative Study of Deep Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric Vehicles Feb 22, 2022 Deep Reinforcement Learning energy management
Code Code Available Don't Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning Feb 21, 2022 Data Augmentation Diversity
Code Code Available Distributed Multi-Agent Reinforcement Learning with One-hop Neighbors and Compute Straggler Mitigation Feb 18, 2022 Distributed Computing Multi-agent Reinforcement Learning
Code Code Available CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-based Autonomous Urban Driving Feb 17, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Open-Ended Reinforcement Learning with Neural Reward Functions Feb 16, 2022 Montezuma's Revenge reinforcement-learning
Code Code Available Soft Actor-Critic Deep Reinforcement Learning for Fault Tolerant Flight Control Feb 16, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Graph Meta-Reinforcement Learning for Transferable Autonomous Mobility-on-Demand Feb 15, 2022 Meta Reinforcement Learning reinforcement-learning
Code Code Available Safe Reinforcement Learning by Imagining the Near Future Feb 15, 2022 continuous-control Continuous Control
Code Code Available QuadSim: A Quadcopter Rotational Dynamics Simulation Framework For Reinforcement Learning Algorithms Feb 14, 2022 OpenAI Gym reinforcement-learning
Code Code Available Supported Policy Optimization for Offline Reinforcement Learning Feb 13, 2022 Offline RL reinforcement-learning
Code Code Available Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning Feb 12, 2022 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Choices, Risks, and Reward Reports: Charting Public Policy for Reinforcement Learning Systems Feb 11, 2022 Recommendation Systems reinforcement-learning
Code Code Available The Shapley Value in Machine Learning Feb 11, 2022 BIG-bench Machine Learning Data Valuation
Code Code Available Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration Feb 9, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Rethinking Goal-conditioned Supervised Learning and Its Connection to Offline RL Feb 9, 2022 Offline RL Reinforcement Learning (RL)
Code Code Available Contextualize Me -- The Case for Context in Reinforcement Learning Feb 9, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Approximating Gradients for Differentiable Quality Diversity in Reinforcement Learning Feb 8, 2022 Diversity reinforcement-learning
Code Code Available Bingham Policy Parameterization for 3D Rotations in Reinforcement Learning Feb 8, 2022 continuous-control Continuous Control
Code Code Available Geometric Multimodal Contrastive Representation Learning Feb 7, 2022 Reinforcement Learning (RL) Representation Learning
Code Code Available Learning Synthetic Environments and Reward Networks for Reinforcement Learning Feb 6, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity Feb 6, 2022 Diversity reinforcement-learning
Code Code Available Transfer Reinforcement Learning for Differing Action Spaces via Q-Network Representations Feb 5, 2022 Acrobot reinforcement-learning
Code Code Available Adversarially Trained Actor Critic for Offline Reinforcement Learning Feb 5, 2022 continuous-control Continuous Control
Code Code Available Learning Interpretable, High-Performing Policies for Autonomous Driving Feb 4, 2022 Autonomous Driving Autonomous Vehicles
Code Code Available Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching Feb 4, 2022 Imitation Learning Reinforcement Learning (RL)
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