Masked Contrastive Representation Learning for Reinforcement Learning Oct 15, 2020 Atari Games Contrastive Learning
Code Code Available A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning Oct 15, 2020 Management Multi-agent Reinforcement Learning
Code Code Available Knowledge Transfer in Multi-Task Deep Reinforcement Learning for Continuous Control Oct 15, 2020 continuous-control Continuous Control
Code Code Available Constrained Model-based Reinforcement Learning with Robust Cross-Entropy Method Oct 15, 2020 Model-based Reinforcement Learning Model Predictive Control
Code Code Available Modeling Protagonist Emotions for Emotion-Aware Storytelling Oct 14, 2020 reinforcement-learning Reinforcement Learning (RL)
Code Code Available UAV Path Planning using Global and Local Map Information with Deep Reinforcement Learning Oct 14, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Deep Reinforcement Learning for Real-Time Optimization of Pumps in Water Distribution Systems Oct 13, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Measuring Visual Generalization in Continuous Control from Pixels Oct 13, 2020 continuous-control Continuous Control
Code Code Available Efficient Wasserstein Natural Gradients for Reinforcement Learning Oct 12, 2020 Policy Gradient Methods reinforcement-learning
Code Code Available Distributed Resource Allocation with Multi-Agent Deep Reinforcement Learning for 5G-V2V Communication Oct 11, 2020 Deep Reinforcement Learning Distributed Optimization
Code Code Available LaND: Learning to Navigate from Disengagements Oct 9, 2020 Autonomous Navigation Imitation Learning
Code Code Available EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models Oct 9, 2020 Deep Reinforcement Learning Epidemiology
Code Code Available Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning Oct 9, 2020 Deep Reinforcement Learning Multi-agent Reinforcement Learning
Code Code Available Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines Oct 8, 2020 Common Sense Reasoning Commonsense Reasoning for RL
Code Code Available CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning Oct 8, 2020 Reinforcement Learning (RL) Transfer Learning
Code Code Available Trajectory Inspection: A Method for Iterative Clinician-Driven Design of Reinforcement Learning Studies Oct 8, 2020 Decision Making Management
Code Code Available Reinforcement Learning with Random Delays Oct 6, 2020 Anatomy continuous-control
Code Code Available Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning Oct 6, 2020 counterfactual Counterfactual Reasoning
Code Code Available Neural Mask Generator: Learning to Generate Adaptive Word Maskings for Language Model Adaptation Oct 6, 2020 Language Modeling Language Modelling
Code Code Available Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning Oct 5, 2020 Reading Comprehension reinforcement-learning
Code Code Available A Reinforcement Learning Approach for Rebalancing Electric Vehicle Sharing Systems Oct 5, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Action Guidance: Getting the Best of Sparse Rewards and Shaped Rewards for Real-time Strategy Games Oct 5, 2020 Real-Time Strategy Games Reinforcement Learning (RL)
Code Code Available FORK: A Forward-Looking Actor For Model-Free Reinforcement Learning Oct 4, 2020 GPU MuJoCo
Code Code Available Self-Play Reinforcement Learning for Fast Image Retargeting Oct 2, 2020 Image Retargeting reinforcement-learning
Code Code Available Exploration in Approximate Hyper-State Space for Meta Reinforcement Learning Oct 2, 2020 Meta-Learning Meta Reinforcement Learning
Code Code Available FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization Oct 2, 2020 Meta Reinforcement Learning Metric Learning
Code Code Available Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds Oct 2, 2020 Imitation Learning Motion Planning
Code Code Available Learning Rewards from Linguistic Feedback Sep 30, 2020 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available Learning to swim in potential flow Sep 30, 2020 Motion Planning reinforcement-learning
Code Code Available Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning Sep 30, 2020 Document Summarization Multi-Document Summarization
Code Code Available A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction Sep 29, 2020 Deep Reinforcement Learning Graph Neural Network
Code Code Available Neurosymbolic Reinforcement Learning with Formally Verified Exploration Sep 26, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Continual Model-Based Reinforcement Learning with Hypernetworks Sep 25, 2020 Continual Learning model
Code Code Available Symbolic Relational Deep Reinforcement Learning based on Graph Neural Networks and Autoregressive Policy Decomposition Sep 25, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Deep Reinforcement Learning for Process Synthesis Sep 23, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available CertRL: Formalizing Convergence Proofs for Value and Policy Iteration in Coq Sep 23, 2020 Decision Making reinforcement-learning
Code Code Available RL STaR Platform: Reinforcement Learning for Simulation based Training of Robots Sep 21, 2020 Decision Making reinforcement-learning
Code Code Available SREC: Proactive Self-Remedy of Energy-Constrained UAV-Based Networks via Deep Reinforcement Learning Sep 17, 2020 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Competitiveness of MAP-Elites against Proximal Policy Optimization on locomotion tasks in deterministic simulations Sep 17, 2020 Evolutionary Algorithms Reinforcement Learning (RL)
Code Code Available Finding Effective Security Strategies through Reinforcement Learning and Self-Play Sep 17, 2020 Common Sense Reasoning reinforcement-learning
Code Code Available Text Generation by Learning from Demonstrations Sep 16, 2020 Machine Translation Question Generation
Code Code Available Meta-AAD: Active Anomaly Detection with Deep Reinforcement Learning Sep 16, 2020 Anomaly Detection Deep Reinforcement Learning
Code Code Available Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data Sep 15, 2020 Anomaly Detection Deep Reinforcement Learning
Code Code Available Deep Actor-Critic Learning for Distributed Power Control in Wireless Mobile Networks Sep 14, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available Semantic-preserving Reinforcement Learning Attack Against Graph Neural Networks for Malware Detection Sep 11, 2020 Malware Detection reinforcement-learning
Code Code Available Reinforcement Learning for Optimal Primary Frequency Control: A Lyapunov Approach Sep 11, 2020 reinforcement-learning Reinforcement Learning
Code Code Available DyNODE: Neural Ordinary Differential Equations for Dynamics Modeling in Continuous Control Sep 9, 2020 continuous-control Continuous Control
Code Code Available Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation and Reinforcement Learning Sep 9, 2020 reinforcement-learning Reinforcement Learning
Code Code Available Phasic Policy Gradient Sep 9, 2020 Reinforcement Learning (RL)
Code Code Available Deep Active Inference for Partially Observable MDPs Sep 8, 2020 Deep Reinforcement Learning Q-Learning
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