Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement Learning May 19, 2021 Density Estimation Reinforcement Learning (RL)
Code Code Available Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization May 19, 2021 Reinforcement Learning (RL)
Code Code Available Coach-Player Multi-Agent Reinforcement Learning for Dynamic Team Composition May 18, 2021 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning May 17, 2021 Offline RL Q-Learning
Code Code Available Deep Multi-agent Reinforcement Learning for Highway On-Ramp Merging in Mixed Traffic May 12, 2021 Autonomous Vehicles reinforcement-learning
Code Code Available An Open-Source Multi-Goal Reinforcement Learning Environment for Robotic Manipulation with Pybullet May 12, 2021 MuJoCo Multi-Goal Reinforcement Learning
Code Code Available Spectral Normalisation for Deep Reinforcement Learning: an Optimisation Perspective May 11, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphs May 11, 2021 Conversational Question Answering Knowledge Graphs
Code Code Available A Reinforcement Learning Environment for Multi-Service UAV-enabled Wireless Systems May 11, 2021 Benchmarking Edge-computing
Code Code Available Differentiable Neural Architecture Search for Extremely Lightweight Image Super-Resolution May 9, 2021 GPU Image Super-Resolution
Code Code Available Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts May 7, 2021 Multi-agent Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Evening the Score: Targeting SARS-CoV-2 Protease Inhibition in Graph Generative Models for Therapeutic Candidates May 7, 2021 Drug Design Drug Discovery
Code Code Available Deep reinforcement learning-designed radiofrequency waveform in MRI May 7, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Meta-Learning-Based Deep Reinforcement Learning for Multiobjective Optimization Problems May 6, 2021 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available Deep Reinforcement Learning for Adaptive Exploration of Unknown Environments May 4, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available RL-IoT: Reinforcement Learning to Interact with IoT Devices May 3, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Constructions in combinatorics via neural networks Apr 29, 2021 reinforcement-learning Reinforcement Learning
Code Code Available A Scalable and Reproducible System-on-Chip Simulation for Reinforcement Learning Apr 27, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Computational Performance of Deep Reinforcement Learning to find Nash Equilibria Apr 26, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Constraint-Guided Reinforcement Learning: Augmenting the Agent-Environment-Interaction Apr 24, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems Apr 23, 2021 Decision Making Deep Reinforcement Learning
Code Code Available Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem Apr 22, 2021 Decision Making reinforcement-learning
Code Code Available Visual Navigation with Spatial Attention Apr 20, 2021 Navigate Object
Code Code Available Keyphrase Generation with Fine-Grained Evaluation-Guided Reinforcement Learning Apr 18, 2021 Keyphrase Generation reinforcement-learning
Code Code Available Language Models are Few-Shot Butlers Apr 16, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Towards Standardising Reinforcement Learning Approaches for Production Scheduling Problems Apr 16, 2021 Benchmarking reinforcement-learning
Code Code Available Generalising Discrete Action Spaces with Conditional Action Trees Apr 15, 2021 Decision Making reinforcement-learning
Code Code Available Quantum Architecture Search via Deep Reinforcement Learning Apr 15, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning Apr 14, 2021 counterfactual Deep Reinforcement Learning
Code Code Available Podracer architectures for scalable Reinforcement Learning Apr 13, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Online and Offline Reinforcement Learning by Planning with a Learned Model Apr 13, 2021 Atari Games Continuous Control
Code Code Available A coevolutionary approach to deep multi-agent reinforcement learning Apr 12, 2021 Atari Games Decision Making
Code Code Available CropGym: a Reinforcement Learning Environment for Crop Management Apr 9, 2021 Management OpenAI Gym
Code Code Available Optimal Market Making by Reinforcement Learning Apr 8, 2021 Q-Learning reinforcement-learning
Code Code Available Graph Partitioning and Sparse Matrix Ordering using Reinforcement Learning and Graph Neural Networks Apr 8, 2021 graph partitioning reinforcement-learning
Code Code Available A Reinforcement Learning Environment For Job-Shop Scheduling Apr 8, 2021 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available Arena-Rosnav: Towards Deployment of Deep-Reinforcement-Learning-Based Obstacle Avoidance into Conventional Autonomous Navigation Systems Apr 8, 2021 Autonomous Navigation Deep Reinforcement Learning
Code Code Available Connecting Deep-Reinforcement-Learning-based Obstacle Avoidance with Conventional Global Planners using Waypoint Generators Apr 8, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available PlasticineLab: A Soft-Body Manipulation Benchmark with Differentiable Physics Apr 7, 2021 Reinforcement Learning (RL)
Code Code Available Design and implementation of an environment for Learning to Run a Power Network (L2RPN) Apr 6, 2021 Math reinforcement-learning
Code Code Available C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS Apr 5, 2021 Continual Learning Multi-agent Reinforcement Learning
Code Code Available Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning Mar 31, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available Simultaneous Navigation and Construction Benchmarking Environments Mar 31, 2021 Benchmarking Deep Reinforcement Learning
Code Code Available Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control Mar 30, 2021 CPU OpenAI Gym
Code Code Available Deep Reinforcement Learning for Resource Allocation in Business Processes Mar 29, 2021 Deep Reinforcement Learning reinforcement-learning
Code Code Available ReAgent: Point Cloud Registration using Imitation and Reinforcement Learning Mar 28, 2021 Imitation Learning Point Cloud Registration
Code Code Available Character Controllers Using Motion VAEs Mar 26, 2021 Continuous Control Deep Reinforcement Learning
Code Code Available MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning Mar 26, 2021 Deep Reinforcement Learning General Classification
Code Code Available Bellman: A Toolbox for Model-Based Reinforcement Learning in TensorFlow Mar 26, 2021 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound Mar 26, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
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