R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning May 5, 2025 Reinforcement Learning (RL)
Code Code Available EMORL: Ensemble Multi-Objective Reinforcement Learning for Efficient and Flexible LLM Fine-Tuning May 5, 2025 Ensemble Learning Large Language Model
Code Code Available Automated Hybrid Reward Scheduling via Large Language Models for Robotic Skill Learning May 5, 2025 Reinforcement Learning (RL) Scheduling
— Unverified Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study May 4, 2025 Offline RL Reinforcement Learning (RL)
— Unverified Prompt-responsive Object Retrieval with Memory-augmented Student-Teacher Learning May 4, 2025 Reinforcement Learning (RL) Retrieval
— Unverified A Generalised and Adaptable Reinforcement Learning Stopping Method May 3, 2025 reinforcement-learning Reinforcement Learning
Code Code Available World Model-Based Learning for Long-Term Age of Information Minimization in Vehicular Networks May 3, 2025 Reinforcement Learning (RL) Scheduling
— Unverified Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning May 3, 2025 D4RL Offline RL
— Unverified Stabilizing Temporal Difference Learning via Implicit Stochastic Recursion May 2, 2025 Computational Efficiency Off-policy evaluation
— Unverified Directly Forecasting Belief for Reinforcement Learning with Delays May 1, 2025 D4RL MuJoCo
Code Code Available A General Approach of Automated Environment Design for Learning the Optimal Power Flow May 1, 2025 Hyperparameter Optimization Reinforcement Learning (RL)
— Unverified Implicit Neural-Representation Learning for Elastic Deformable-Object Manipulations May 1, 2025 Deformable Object Manipulation Reinforcement Learning (RL)
— Unverified MULE: Multi-terrain and Unknown Load Adaptation for Effective Quadrupedal Locomotion May 1, 2025 Model Predictive Control Reinforcement Learning (RL)
— Unverified SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation May 1, 2025 Hallucination Navigate
Code Code Available T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT May 1, 2025 Image Generation Reinforcement Learning (RL)
Code Code Available Leveraging Partial SMILES Validation Scheme for Enhanced Drug Design in Reinforcement Learning Frameworks May 1, 2025 Deep Reinforcement Learning Drug Design
— Unverified Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Apr 30, 2025 Multimodal Reasoning Reinforcement Learning (RL)
— Unverified Enhancing New-item Fairness in Dynamic Recommender Systems Apr 30, 2025 Fairness Knowledge Distillation
Code Code Available Phi-4-reasoning Technical Report Apr 30, 2025 Math Reinforcement Learning (RL)
— Unverified Phi-4-Mini-Reasoning: Exploring the Limits of Small Reasoning Language Models in Math Apr 30, 2025 Math Reinforcement Learning (RL)
— Unverified Adaptive 3D UI Placement in Mixed Reality Using Deep Reinforcement Learning Apr 30, 2025 Deep Reinforcement Learning Mixed Reality
— Unverified A Survey on GUI Agents with Foundation Models Enhanced by Reinforcement Learning Apr 29, 2025 Action Generation Prompt Engineering
— Unverified PRISM: Projection-based Reward Integration for Scene-Aware Real-to-Sim-to-Real Transfer with Few Demonstrations Apr 29, 2025 Imitation Learning Reinforcement Learning (RL)
— Unverified Token-Efficient RL for LLM Reasoning Apr 29, 2025 Policy Gradient Methods Reinforcement Learning (RL)
— Unverified Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Apr 28, 2025 image-classification Image Classification
— Unverified AI Recommendation Systems for Lane-Changing Using Adherence-Aware Reinforcement Learning Apr 28, 2025 Autonomous Driving Recommendation Systems
— Unverified Rulebook: bringing co-routines to reinforcement learning environments Apr 28, 2025 reinforcement-learning Reinforcement Learning
Code Code Available Interactive Double Deep Q-network: Integrating Human Interventions and Evaluative Predictions in Reinforcement Learning of Autonomous Driving Apr 28, 2025 Autonomous Driving Q-Learning
— Unverified An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Apr 28, 2025 Code Generation Hallucination
— Unverified LLMs for Engineering: Teaching Models to Design High Powered Rockets Apr 27, 2025 Reinforcement Learning (RL)
— Unverified BQSched: A Non-intrusive Scheduler for Batch Concurrent Queries via Reinforcement Learning Apr 27, 2025 Reinforcement Learning (RL) Scheduling
Code Code Available Neurophysiologically Realistic Environment for Comparing Adaptive Deep Brain Stimulation Algorithms in Parkinson Disease Apr 26, 2025 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Explainable AI for UAV Mobility Management: A Deep Q-Network Approach for Handover Minimization Apr 25, 2025 Management Reinforcement Learning (RL)
— Unverified Depth-Constrained ASV Navigation with Deep RL and Limited Sensing Apr 25, 2025 Decision Making Reinforcement Learning (RL)
— Unverified LLM-hRIC: LLM-empowered Hierarchical RAN Intelligent Control for O-RAN Apr 25, 2025 Management Reinforcement Learning (RL)
— Unverified CaRL: Learning Scalable Planning Policies with Simple Rewards Apr 24, 2025 Autonomous Driving CARLA longest6
Code Code Available RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Apr 24, 2025 Decision Making Reinforcement Learning (RL)
Code Code Available Training Large Language Models to Reason via EM Policy Gradient Apr 24, 2025 GSM8K Math
— Unverified SAPO-RL: Sequential Actuator Placement Optimization for Fuselage Assembly via Reinforcement Learning Apr 24, 2025 Decision Making Q-Learning
— Unverified Integrating Learning-Based Manipulation and Physics-Based Locomotion for Whole-Body Badminton Robot Control Apr 24, 2025 Imitation Learning Reinforcement Learning (RL)
— Unverified Monte Carlo Planning with Large Language Model for Text-Based Game Agents Apr 23, 2025 Language Modeling Language Modelling
— Unverified Offline Robotic World Model: Learning Robotic Policies without a Physics Simulator Apr 23, 2025 Offline RL Reinforcement Learning (RL)
— Unverified Data-Assimilated Model-Based Reinforcement Learning for Partially Observed Chaotic Flows Apr 23, 2025 Model-based Reinforcement Learning Reinforcement Learning (RL)
— Unverified Natural Policy Gradient for Average Reward Non-Stationary RL Apr 23, 2025 Reinforcement Learning (RL)
— Unverified Hybrid Reinforcement Learning and Model Predictive Control for Adaptive Control of Hydrogen-Diesel Dual-Fuel Combustion Apr 23, 2025 Model Predictive Control Reinforcement Learning (RL)
— Unverified Reinforcement learning framework for the mechanical design of microelectronic components under multiphysics constraints Apr 23, 2025 global-optimization reinforcement-learning
— Unverified TTRL: Test-Time Reinforcement Learning Apr 22, 2025 Math reinforcement-learning
Code Code Available Tina: Tiny Reasoning Models via LoRA Apr 22, 2025 Reinforcement Learning (RL)
Code Code Available SLiM-Gym: Reinforcement Learning for Population Genetics Apr 22, 2025 reinforcement-learning Reinforcement Learning
— Unverified Policy-Based Radiative Transfer: Solving the 2-Level Atom Non-LTE Problem using Soft Actor-Critic Reinforcement Learning Apr 22, 2025 Reinforcement Learning (RL)
— Unverified 