CaRL: Learning Scalable Planning Policies with Simple Rewards Apr 24, 2025 Autonomous Driving CARLA longest6
Code Code Available 5 CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning Apr 18, 2022 Chatbot Offline RL
Code Code Available 5 DiffMimic: Efficient Motion Mimicking with Differentiable Physics Apr 6, 2023 reinforcement-learning Reinforcement Learning (RL)
Code Code Available 5 MBRL-Lib: A Modular Library for Model-based Reinforcement Learning Apr 20, 2021 Model-based Reinforcement Learning reinforcement-learning
Code Code Available 5 DIAMBRA Arena: a New Reinforcement Learning Platform for Research and Experimentation Oct 19, 2022 Deep Reinforcement Learning Imitation Learning
Code Code Available 5 A Cooperation Graph Approach for Multiagent Sparse Reward Reinforcement Learning Aug 5, 2022 reinforcement-learning Reinforcement Learning
Code Code Available 5 AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers Nov 17, 2024 In-Context Learning Meta-Learning
Code Code Available 5 Dialogue Learning With Human-In-The-Loop Nov 29, 2016 Question Answering reinforcement-learning
Code Code Available 5 Diffusion Actor-Critic with Entropy Regulator May 24, 2024 Decision Making MuJoCo
Code Code Available 5 Model-agnostic and Scalable Counterfactual Explanations via Reinforcement Learning Jun 4, 2021 counterfactual Deep Reinforcement Learning
Code Code Available 5 ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning Dec 11, 2021 Deep Reinforcement Learning GPU
Code Code Available 5 MOMAland: A Set of Benchmarks for Multi-Objective Multi-Agent Reinforcement Learning Jul 23, 2024 Benchmarking Decision Making
Code Code Available 5 Demonstration-Guided Reinforcement Learning with Efficient Exploration for Task Automation of Surgical Robot Feb 20, 2023 Efficient Exploration reinforcement-learning
Code Code Available 5 A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning Dec 12, 2010 Bayesian Optimization Hierarchical Reinforcement Learning
Code Code Available 5 Multi-Agent Reinforcement Learning is a Sequence Modeling Problem May 30, 2022 Decision Making MuJoCo
Code Code Available 5 GenRL: Multimodal-foundation world models for generalization in embodied agents Jun 26, 2024 Benchmarking Reinforcement Learning (RL)
Code Code Available 5 DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems May 30, 2022 Diversity reinforcement-learning
Code Code Available 5 Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching Dec 16, 2020 Combinatorial Optimization Decision Making
Code Code Available 5 AndroidEnv: A Reinforcement Learning Platform for Android May 27, 2021 reinforcement-learning Reinforcement Learning
Code Code Available 5 Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations Jun 9, 2022 Benchmarking continuous-control
Code Code Available 5 Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models May 30, 2018 Deep Reinforcement Learning Model-based Reinforcement Learning
Code Code Available 5 ODRL: A Benchmark for Off-Dynamics Reinforcement Learning Oct 28, 2024 Benchmarking reinforcement-learning
Code Code Available 5 Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning Feb 1, 2023 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available 5 A Toolkit for Reliable Benchmarking and Research in Multi-Objective Reinforcement Learning Sep 26, 2023 Benchmarking Multi-Objective Reinforcement Learning
Code Code Available 5 Deep Reinforcement Learning for Multi-Agent Interaction Aug 2, 2022 BIG-bench Machine Learning Causal Inference
Code Code Available 5 Developing A Multi-Agent and Self-Adaptive Framework with Deep Reinforcement Learning for Dynamic Portfolio Risk Management Feb 1, 2024 Deep Reinforcement Learning Management
Code Code Available 5 D4RL: Datasets for Deep Data-Driven Reinforcement Learning Apr 15, 2020 D4RL Offline RL
Code Code Available 5 Assessment of Reinforcement Learning for Macro Placement Feb 21, 2023 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 DayDreamer: World Models for Physical Robot Learning Jun 28, 2022 Deep Reinforcement Learning Navigate
Code Code Available 5 Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning Mar 20, 2025 Classification Few-Shot Learning
Code Code Available 5 Optimizing Anytime Reasoning via Budget Relative Policy Optimization May 19, 2025 Mathematical Reasoning Reinforcement Learning (RL)
Code Code Available 5 A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data Jul 23, 2024 Autonomous Driving Autonomous Racing
Code Code Available 5 Datasets and Benchmarks for Offline Safe Reinforcement Learning Jun 15, 2023 Autonomous Driving Benchmarking
Code Code Available 5 Decoupling Representation Learning from Reinforcement Learning Sep 14, 2020 Data Augmentation Deep Reinforcement Learning
Code Code Available 5 Craftium: An Extensible Framework for Creating Reinforcement Learning Environments Jul 4, 2024 Benchmarking Minecraft
Code Code Available 5 CTR-Driven Advertising Image Generation with Multimodal Large Language Models Feb 5, 2025 Image Generation Reinforcement Learning (RL)
Code Code Available 5 A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges Nov 12, 2022 reinforcement-learning Reinforcement Learning
Code Code Available 5 Curiosity-driven Red-teaming for Large Language Models Feb 29, 2024 Red Teaming Reinforcement Learning (RL)
Code Code Available 5 Embodied-R: Collaborative Framework for Activating Embodied Spatial Reasoning in Foundation Models via Reinforcement Learning Apr 17, 2025 Multimodal Reasoning Reinforcement Learning (RL)
Code Code Available 5 Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning Sep 18, 2022 reinforcement-learning Reinforcement Learning
Code Code Available 5 Physics-based Deep Learning Sep 11, 2021 Deep Learning Physical Simulations
Code Code Available 5 ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization in Reinforcement Learning Sep 27, 2024 AutoML Benchmarking
Code Code Available 5 A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Oct 10, 2022 Data Augmentation reinforcement-learning
Code Code Available 5 Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms Nov 30, 2023 Benchmarking OpenAI Gym
Code Code Available 5 A Composable Specification Language for Reinforcement Learning Tasks Aug 21, 2020 reinforcement-learning Reinforcement Learning
Code Code Available 5 A Boolean Task Algebra for Reinforcement Learning Jan 6, 2020 Lifelong learning Negation
Code Code Available 5 ARLO: A Framework for Automated Reinforcement Learning May 20, 2022 feature selection MuJoCo
Code Code Available 5 Control-Informed Reinforcement Learning for Chemical Processes Aug 24, 2024 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 Contrastive State Augmentations for Reinforcement Learning-Based Recommender Systems May 18, 2023 Recommendation Systems reinforcement-learning
Code Code Available 5 Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL Oct 12, 2022 Contrastive Learning Out-of-Distribution Generalization
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