LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Mar 10, 2025 Logical Reasoning Multimodal Reasoning
Code Code Available Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning Mar 10, 2025 Math Meta Reinforcement Learning
— Unverified Probabilistic Shielding for Safe Reinforcement Learning Mar 9, 2025 reinforcement-learning Reinforcement Learning
— Unverified Agent models: Internalizing Chain-of-Action Generation into Reasoning models Mar 9, 2025 Action Generation Reinforcement Learning (RL)
Code Code Available Swift Hydra: Self-Reinforcing Generative Framework for Anomaly Detection with Multiple Mamba Models Mar 9, 2025 Anomaly Detection Mamba
Code Code Available Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Mar 9, 2025 Math Multimodal Reasoning
Code Code Available UAV-Assisted Coverage Hole Detection Using Reinforcement Learning in Urban Cellular Networks Mar 9, 2025 Reinforcement Learning (RL)
— Unverified A Novel Multi-Objective Reinforcement Learning Algorithm for Pursuit-Evasion Game Mar 9, 2025 Multi-Objective Reinforcement Learning Q-Learning
— Unverified GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks Mar 9, 2025 Card Games Diversity
— Unverified Automated Proof of Polynomial Inequalities via Reinforcement Learning Mar 9, 2025 reinforcement-learning Reinforcement Learning
Code Code Available Dynamic Load Balancing for EV Charging Stations Using Reinforcement Learning and Demand Prediction Mar 9, 2025 Graph Neural Network Reinforcement Learning (RL)
— Unverified ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning Mar 8, 2025 Bayesian Optimization Deep Reinforcement Learning
— Unverified Synergizing AI and Digital Twins for Next-Generation Network Optimization, Forecasting, and Security Mar 8, 2025 Federated Learning Reinforcement Learning (RL)
— Unverified Vairiational Stochastic Games Mar 8, 2025 Reinforcement Learning (RL) Variational Inference
— Unverified Policy Constraint by Only Support Constraint for Offline Reinforcement Learning Mar 7, 2025 Offline RL reinforcement-learning
Code Code Available R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Mar 7, 2025 RAG Reinforcement Learning (RL)
Code Code Available Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation Mar 7, 2025 Deep Reinforcement Learning Out-of-Distribution Detection
— Unverified Generative Multi-Agent Q-Learning for Policy Optimization: Decentralized Wireless Networks Mar 7, 2025 Q-Learning Reinforcement Learning (RL)
— Unverified Tractable Representations for Convergent Approximation of Distributional HJB Equations Mar 7, 2025 Reinforcement Learning (RL)
— Unverified Multi-Fidelity Policy Gradient Algorithms Mar 7, 2025 Reinforcement Learning (RL)
— Unverified Multi-Robot Collaboration through Reinforcement Learning and Abstract Simulation Mar 7, 2025 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Can We Optimize Deep RL Policy Weights as Trajectory Modeling? Mar 6, 2025 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Energy-Weighted Flow Matching for Offline Reinforcement Learning Mar 6, 2025 Offline RL reinforcement-learning
— Unverified Lessons learned from field demonstrations of model predictive control and reinforcement learning for residential and commercial HVAC: A review Mar 6, 2025 Model Predictive Control Reinforcement Learning (RL)
Code Code Available Provably Correct Automata Embeddings for Optimal Automata-Conditioned Reinforcement Learning Mar 6, 2025 reinforcement-learning Reinforcement Learning
— Unverified Towards Autonomous Reinforcement Learning for Real-World Robotic Manipulation with Large Language Models Mar 6, 2025 Motion Planning reinforcement-learning
— Unverified Data-Efficient Learning from Human Interventions for Mobile Robots Mar 6, 2025 Imitation Learning Reinforcement Learning (RL)
— Unverified Rebalanced Multimodal Learning with Data-aware Unimodal Sampling Mar 5, 2025 Reinforcement Learning (RL)
— Unverified DreamerV3 for Traffic Signal Control: Hyperparameter Tuning and Performance Mar 4, 2025 Reinforcement Learning (RL) Traffic Signal Control
— Unverified Rewarding Doubt: A Reinforcement Learning Approach to Confidence Calibration of Large Language Models Mar 4, 2025 Reinforcement Learning (RL)
— Unverified Quantitative Resilience Modeling for Autonomous Cyber Defense Mar 4, 2025 Reinforcement Learning (RL)
— Unverified Accelerating Multi-Task Temporal Difference Learning under Low-Rank Representation Mar 3, 2025 Reinforcement Learning (RL)
— Unverified What's Behind PPO's Collapse in Long-CoT? Value Optimization Holds the Secret Mar 3, 2025 Math Reinforcement Learning (RL)
— Unverified All Roads Lead to Likelihood: The Value of Reinforcement Learning in Fine-Tuning Mar 3, 2025 All Reinforcement Learning (RL)
— Unverified Active Alignments of Lens Systems with Reinforcement Learning Mar 3, 2025 reinforcement-learning Reinforcement Learning
— Unverified Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Mar 3, 2025 Reinforcement Learning (RL)
Code Code Available Adversarial Agents: Black-Box Evasion Attacks with Reinforcement Learning Mar 3, 2025 reinforcement-learning Reinforcement Learning
— Unverified Multi-Stage Manipulation with Demonstration-Augmented Reward, Policy, and World Model Learning Mar 3, 2025 Reinforcement Learning (RL)
Code Code Available Quality-Driven Curation of Remote Sensing Vision-Language Data via Learned Scoring Models Mar 2, 2025 Reinforcement Learning (RL)
— Unverified Minimax Optimal Reinforcement Learning with Quasi-Optimism Mar 2, 2025 Computational Efficiency reinforcement-learning
— Unverified Reinforcement learning with combinatorial actions for coupled restless bandits Mar 1, 2025 reinforcement-learning Reinforcement Learning
Code Code Available Towards Understanding the Benefit of Multitask Representation Learning in Decision Process Mar 1, 2025 Multi-Armed Bandits Reinforcement Learning (RL)
— Unverified Scalable Reinforcement Learning for Virtual Machine Scheduling Mar 1, 2025 Cloud Computing reinforcement-learning
— Unverified Discrete Codebook World Models for Continuous Control Mar 1, 2025 continuous-control Continuous Control
Code Code Available Never too Prim to Swim: An LLM-Enhanced RL-based Adaptive S-Surface Controller for AUVs under Extreme Sea Conditions Mar 1, 2025 Language Modeling Language Modelling
— Unverified What Makes a Good Diffusion Planner for Decision Making? Mar 1, 2025 Action Generation Decision Making
Code Code Available Adaptive Reinforcement Learning for State Avoidance in Discrete Event Systems Feb 28, 2025 Decision Making Reinforcement Learning (RL)
— Unverified DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning Feb 28, 2025 Information Retrieval reinforcement-learning
Code Code Available Subtask-Aware Visual Reward Learning from Segmented Demonstrations Feb 28, 2025 Contrastive Learning Reinforcement Learning (RL)
— Unverified Hierarchical and Modular Network on Non-prehensile Manipulation in General Environments Feb 28, 2025 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified 