ContextPilot: Teaching Agents for Proactive Context Management via Fine-grained RL Paper • 2608.28476 • Published 23 days ago • 28
Blind Men and the Elephant: Probing the Epistemic Myopia of LLMs under Long-Tail Divergent Knowledge Paper • 2608.28478 • Published 23 days ago • 20
Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs Paper • 2605.30501 • Published May 28 • 27
Code-as-Room: Generating 3D Rooms from Top-Down View Images via Agentic Code Synthesis Paper • 2605.18451 • Published May 18 • 41
Compliance versus Sensibility: On the Reasoning Controllability in Large Language Models Paper • 2604.27251 • Published Apr 29 • 10
SSA: Sparse Sparse Attention by Aligning Full and Sparse Attention Outputs in Feature Space Paper • 2511.20102 • Published Nov 25, 2025 • 29
Beyond RAG for Agent Memory: Retrieval by Decoupling and Aggregation Paper • 2602.02007 • Published Feb 2 • 20
Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models Paper • 2602.02039 • Published Feb 2 • 5
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering Paper • 2503.01606 • Published Mar 3, 2025 • 2
An Empirical Study on Preference Tuning Generalization and Diversity Under Domain Shift Paper • 2601.05882 • Published Jan 9 • 21
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models Paper • 2512.24618 • Published Dec 31, 2025 • 156
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 190
NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning Paper • 2505.16022 • Published May 21, 2025 • 4