Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs Paper • 2605.30501 • Published 12 days ago • 29
Code-as-Room: Generating 3D Rooms from Top-Down View Images via Agentic Code Synthesis Paper • 2605.18451 • Published 22 days ago • 41
Compliance versus Sensibility: On the Reasoning Controllability in Large Language Models Paper • 2604.27251 • Published Apr 29 • 9
SSA: Sparse Sparse Attention by Aligning Full and Sparse Attention Outputs in Feature Space Paper • 2511.20102 • Published Nov 25, 2025 • 28
Beyond RAG for Agent Memory: Retrieval by Decoupling and Aggregation Paper • 2602.02007 • Published Feb 2 • 19
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 • 155
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
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published Nov 12, 2025 • 216
Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance Paper • 2510.03528 • Published Oct 3, 2025 • 19