De novo PROTAC design using graph-based deep generative models Nov 4, 2022 Reinforcement Learning (RL)
Code Code Available Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation Nov 3, 2022 Collision Avoidance Graph Neural Network
Code Code Available Synthesis of separation processes with reinforcement learning Nov 3, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Learning safety in model-based Reinforcement Learning using MPC and Gaussian Processes Nov 3, 2022 Gaussian Processes Model-based Reinforcement Learning
Code Code Available Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement Nov 2, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Causal Counterfactuals for Improving the Robustness of Reinforcement Learning Nov 2, 2022 Causal Inference reinforcement-learning
Code Code Available Spatial-temporal recurrent reinforcement learning for autonomous ships Nov 2, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Online Control of Adaptive Large Neighborhood Search using Deep Reinforcement Learning Nov 1, 2022 Bayesian Optimization Combinatorial Optimization
Code Code Available RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees Oct 31, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information Oct 31, 2022 Offline RL Reinforcement Learning (RL)
Code Code Available DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous Driving Oct 29, 2022 Autonomous Driving CARLA MAP Leaderboard
Code Code Available BIMRL: Brain Inspired Meta Reinforcement Learning Oct 29, 2022 Meta Reinforcement Learning reinforcement-learning
Code Code Available Self-Improving Safety Performance of Reinforcement Learning Based Driving with Black-Box Verification Algorithms Oct 29, 2022 Autonomous Driving Diversity
Code Code Available Language Control Diffusion: Efficiently Scaling through Space, Time, and Tasks Oct 27, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Provable Safe Reinforcement Learning with Binary Feedback Oct 26, 2022 Active Learning reinforcement-learning
Code Code Available Low-Rank Modular Reinforcement Learning via Muscle Synergy Oct 26, 2022 reinforcement-learning Reinforcement Learning
Code Code Available ERL-Re^2: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation Oct 26, 2022 continuous-control Continuous Control
Code Code Available Teal: Learning-Accelerated Optimization of WAN Traffic Engineering Oct 25, 2022 Graph Neural Network Multi-agent Reinforcement Learning
Code Code Available Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data Oct 25, 2022 Autonomous Driving GPU
Code Code Available Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning Oct 25, 2022 D4RL Offline RL
Code Code Available Symbolic Distillation for Learned TCP Congestion Control Oct 24, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Evaluating Long-Term Memory in 3D Mazes Oct 24, 2022 Navigate reinforcement-learning
Code Code Available Multi-Agent Path Finding via Tree LSTM Oct 24, 2022 Multi-Agent Path Finding reinforcement-learning
Code Code Available Energy Pricing in P2P Energy Systems Using Reinforcement Learning Oct 24, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds Oct 24, 2022 Deep Reinforcement Learning Navigate
Code Code Available ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning Oct 24, 2022 Data Augmentation reinforcement-learning
Code Code Available PaCo: Parameter-Compositional Multi-Task Reinforcement Learning Oct 21, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Hypernetworks in Meta-Reinforcement Learning Oct 20, 2022 Meta Reinforcement Learning reinforcement-learning
Code Code Available MoCoDA: Model-based Counterfactual Data Augmentation Oct 20, 2022 counterfactual Data Augmentation
Code Code Available RMBench: Benchmarking Deep Reinforcement Learning for Robotic Manipulator Control Oct 20, 2022 Benchmarking Data Augmentation
Code Code Available On the Feasibility of Cross-Task Transfer with Model-Based Reinforcement Learning Oct 19, 2022 Atari Games 100k Model-based Reinforcement Learning
Code Code Available Rethinking Value Function Learning for Generalization in Reinforcement Learning Oct 18, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation Oct 18, 2022 Domain Adaptation reinforcement-learning
Code Code Available Deep Black-Box Reinforcement Learning with Movement Primitives Oct 18, 2022 reinforcement-learning Reinforcement Learning
Code Code Available On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning Oct 17, 2022 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Teacher Forcing Recovers Reward Functions for Text Generation Oct 17, 2022 regression reinforcement-learning
Code Code Available A Policy-Guided Imitation Approach for Offline Reinforcement Learning Oct 15, 2022 D4RL Offline RL
Code Code Available When to Update Your Model: Constrained Model-based Reinforcement Learning Oct 15, 2022 model Model-based Reinforcement Learning
Code Code Available Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm Oct 14, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Safe Model-Based Reinforcement Learning with an Uncertainty-Aware Reachability Certificate Oct 14, 2022 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Skill-Based Reinforcement Learning with Intrinsic Reward Matching Oct 14, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point Clouds Oct 14, 2022 3D Point Cloud Reinforcement Learning Imitation Learning
Code Code Available WILD-SCAV: Benchmarking FPS Gaming AI on Unity3D-based Environments Oct 14, 2022 Atari Games Benchmarking
Code Code Available ToupleGDD: A Fine-Designed Solution of Influence Maximization by Deep Reinforcement Learning Oct 14, 2022 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available Abstract-to-Executable Trajectory Translation for One-Shot Task Generalization Oct 14, 2022 Few-Shot Imitation Learning Reinforcement Learning (RL)
Code Code Available A Mixture of Surprises for Unsupervised Reinforcement Learning Oct 13, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Sustainable Online Reinforcement Learning for Auto-bidding Oct 13, 2022 Q-Learning reinforcement-learning
Code Code Available Visual Reinforcement Learning with Self-Supervised 3D Representations Oct 13, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning Oct 13, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Multi-agent Dynamic Algorithm Configuration Oct 13, 2022 Multi-Armed Bandits Reinforcement Learning (RL)
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