BitStack: Fine-Grained Size Control for Compressed Large Language Models in Variable Memory Environments Paper • 2410.23918 • Published Oct 31, 2024 • 21
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning Paper • 2505.20046 • Published May 26, 2025 • 18
Implicit Reward as the Bridge: A Unified View of SFT and DPO Connections Paper • 2507.00018 • Published Jun 15, 2025 • 1
ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development Paper • 2601.11077 • Published Jan 16 • 67
TL-GRPO: Turn-Level RL for Reasoning-Guided Iterative Optimization Paper • 2601.16480 • Published Jan 23 • 50
R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning Paper • 2505.23794 • Published May 26, 2025 • 1
BandPO: Bridging Trust Regions and Ratio Clipping via Probability-Aware Bounds for LLM Reinforcement Learning Paper • 2603.04918 • Published Mar 5 • 56
The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping Paper • 2604.11297 • Published 3 days ago • 88
The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping Paper • 2604.11297 • Published 3 days ago • 88
Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective Paper • 2412.14135 • Published Dec 18, 2024
In-Memory Learning: A Declarative Learning Framework for Large Language Models Paper • 2403.02757 • Published Mar 5, 2024