← Learning Types
Machine Learning › Learning Types ›

Reinforcement Learning

2932 directly classified papers

Papers per year

Papers

Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty EMNLP 2025
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels ACL 2025
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025
Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation EMNLP 2025
Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025
AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning EMNLP 2025
Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025
Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025
Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems ACL 2025
Procedural Environment Generation for Tool-Use Agents EMNLP 2025
ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025
Sparse Rewards Can Self-Train Dialogue Agents ACL 2025
Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment EMNLP 2025
Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs EMNLP 2025
Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data Synthesis ACL 2025
Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL EMNLP 2025
In-Context Policy Adaptation via Cross-Domain Skill Diffusion AAAI 2025
Prior Prompt Engineering for Reinforcement Fine-Tuning EMNLP 2025
AgentRM: Enhancing Agent Generalization with Reward Modeling ACL 2025
MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems AAAI 2025