| PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning | Jun 17, 2025 | General Reinforcement LearningMultimodal Reasoning | —Unverified | 0 |
| NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning | May 21, 2025 | General Reinforcement LearningLogical Reasoning | CodeCode Available | 1 |
| High-order Regularization for Machine Learning and Learning-based Control | May 13, 2025 | General Reinforcement Learning | —Unverified | 0 |
| Towards More Efficient, Robust, Instance-adaptive, and Generalizable Sequential Decision making | Apr 12, 2025 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning | Mar 31, 2025 | General Reinforcement LearningInstruction Following | CodeCode Available | 2 |
| The Problem of Social Cost in Multi-Agent General Reinforcement Learning: Survey and Synthesis | Dec 3, 2024 | General Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Hypercube Policy Regularization Framework for Offline Reinforcement Learning | Nov 7, 2024 | D4RLGeneral Reinforcement Learning | CodeCode Available | 0 |
| Kinetix: Investigating the Training of General Agents through Open-Ended Physics-Based Control Tasks | Oct 30, 2024 | General Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 2 |
| Reinforcement Learning: Tutorial and Survey | Jul 18, 2024 | Deep Reinforcement LearningGeneral Reinforcement Learning | —Unverified | 0 |
| Dynamic Knowledge Injection for AIXI Agents | Dec 18, 2023 | General Reinforcement Learning | —Unverified | 0 |
| Dropout Strategy in Reinforcement Learning: Limiting the Surrogate Objective Variance in Policy Optimization Methods | Oct 31, 2023 | General Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models | Oct 16, 2023 | General Reinforcement LearningGPU | CodeCode Available | 2 |
| Discovering General Reinforcement Learning Algorithms with Adversarial Environment Design | Oct 4, 2023 | Deep Reinforcement LearningGeneral Reinforcement Learning | CodeCode Available | 1 |
| Image Transformation Sequence Retrieval with General Reinforcement Learning | Jul 13, 2023 | General Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| L-SA: Learning Under-Explored Targets in Multi-Target Reinforcement Learning | May 23, 2023 | General Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Computably Continuous Reinforcement-Learning Objectives are PAC-learnable | Mar 9, 2023 | General Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Policy Mirror Descent Inherently Explores Action Space | Mar 8, 2023 | Efficient ExplorationGeneral Reinforcement Learning | —Unverified | 0 |
| Learning to Backdoor Federated Learning | Mar 6, 2023 | Backdoor AttackFederated Learning | CodeCode Available | 0 |
| Computational Dualism and Objective Superintelligence | Feb 2, 2023 | General Reinforcement Learning | —Unverified | 0 |
| Accuracy-Guaranteed Collaborative DNN Inference in Industrial IoT via Deep Reinforcement Learning | Dec 31, 2022 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| AcceRL: Policy Acceleration Framework for Deep Reinforcement Learning | Nov 28, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous Driving | Oct 29, 2022 | Autonomous DrivingCARLA MAP Leaderboard | CodeCode Available | 1 |
| Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks | Oct 17, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Learning Deformable Object Manipulation from Expert Demonstrations | Jul 20, 2022 | Deformable Object ManipulationGeneral Reinforcement Learning | CodeCode Available | 1 |
| Computable Artificial General Intelligence | May 21, 2022 | General Reinforcement LearningPhilosophy | —Unverified | 0 |
| D3PG: Dirichlet DDPG for Task Partitioning and Offloading With Constrained Hybrid Action Space in Mobile-Edge Computing | Apr 14, 2022 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Doubly-Robust Estimation for Correcting Position-Bias in Click Feedback for Unbiased Learning to Rank | Mar 31, 2022 | counterfactualGeneral Reinforcement Learning | CodeCode Available | 0 |
| Reducing Planning Complexity of General Reinforcement Learning with Non-Markovian Abstractions | Dec 26, 2021 | Decision MakingGeneral Reinforcement Learning | —Unverified | 0 |
| Abstractions of General Reinforcement Learning | Dec 26, 2021 | General Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach | Nov 14, 2021 | Algorithmic TradingGeneral Reinforcement Learning | CodeCode Available | 1 |
| ^2-exploration for Reinforcement Learning | Sep 29, 2021 | General Reinforcement LearningQ-Learning | —Unverified | 0 |
| Superior Performance with Diversified Strategic Control in FPS Games Using General Reinforcement Learning | Sep 29, 2021 | FPS GamesGeneral Reinforcement Learning | —Unverified | 0 |
| Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation | Sep 1, 2021 | Deep Reinforcement LearningGeneral Reinforcement Learning | CodeCode Available | 0 |
| A Policy Efficient Reduction Approach to Convex Constrained Deep Reinforcement Learning | Aug 29, 2021 | Deep Reinforcement LearningGeneral Reinforcement Learning | —Unverified | 0 |
| Low-Resource Machine Translation based on Asynchronous Dynamic Programming | Aug 1, 2021 | General Reinforcement LearningLow Resource Neural Machine Translation | —Unverified | 0 |
| QKSA: Quantum Knowledge Seeking Agent | Jul 3, 2021 | Artificial LifeGeneral Reinforcement Learning | CodeCode Available | 0 |
| Nearest-Neighbor-based Collision Avoidance for Quadrotors via Reinforcement Learning | Apr 30, 2021 | Collision AvoidanceGeneral Reinforcement Learning | —Unverified | 0 |
| FaiR-IoT: Fairness-aware Human-in-the-Loop Reinforcement Learning for Harnessing Human Variability in Personalized IoT | Mar 30, 2021 | FairnessGeneral Reinforcement Learning | —Unverified | 0 |
| Adaptive Rational Activations to Boost Deep Reinforcement Learning | Feb 18, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| End-to-End Egospheric Spatial Memory | Feb 15, 2021 | General Reinforcement LearningImitation Learning | CodeCode Available | 1 |
| Interactive Learning from Activity Description | Feb 13, 2021 | General Reinforcement LearningGrounded language learning | CodeCode Available | 0 |
| A State Representation Dueling Network for Deep Reinforcement Learning | Dec 24, 2020 | Deep Reinforcement LearningGeneral Reinforcement Learning | —Unverified | 0 |
| Exact Reduction of Huge Action Spaces in General Reinforcement Learning | Dec 18, 2020 | BinarizationGeneral Reinforcement Learning | —Unverified | 0 |
| Reinforcement Learning of Causal Variables Using Mediation Analysis | Oct 29, 2020 | General Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning to Represent Action Values as a Hypergraph on the Action Vertices | Oct 28, 2020 | Atari GamesContinuous Control | CodeCode Available | 0 |
| Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution | Sep 29, 2020 | General Reinforcement LearningMinecraft | CodeCode Available | 1 |
| Developmental Reinforcement Learning of Control Policy of a Quadcopter UAV with Thrust Vectoring Rotors | Jul 15, 2020 | Developmental LearningDrone Controller | CodeCode Available | 1 |
| Data-Efficient Reinforcement Learning with Self-Predictive Representations | Jul 12, 2020 | Atari Games 100kData Augmentation | CodeCode Available | 1 |
| The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning | Jul 7, 2020 | General Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 0 |
| Counterfactual Data Augmentation using Locally Factored Dynamics | Jul 6, 2020 | counterfactualData Augmentation | CodeCode Available | 1 |
