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Reinforcement Learning

767 directly classified papers

Papers per year

Papers

DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization EMNLP 2025
Real-Time Recurrent Reinforcement Learning AAAI 2025
Marginal Benefit Driven RL Teacher for Unsupervised Environment Design AAAI 2025
Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs EMNLP 2025
CTD4 – a Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics AAAI 2025
SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning AAAI 2025
Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025
Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs AAAI 2025
Epistemic Bellman Operators AAAI 2025
Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025
Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025
SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025
Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction AACL 2025
AI-Powered Algorithm-Centric Quantum Processor Topology Design AAAI 2025
Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems AAAI 2025
On Shallow Planning Under Partial Observability AAAI 2025
Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters AAAI 2025
Partial Identifiability in Inverse Reinforcement Learning for Agents with Non-Exponential Discounting AAAI 2025
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals ACL 2025
Dynamic and Generalizable Process Reward Modeling ACL 2025
APIRL: Deep Reinforcement Learning for REST API Fuzzing AAAI 2025
World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning ACL 2025
CEAES: Bidirectional Reinforcement Learning Optimization for Consistent and Explainable Essay Assessment ACL 2025
SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement ACL 2025
ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025