Securing the AI Agent: A Unified Framework for Multi-Layer Agent Red Teaming Paper • 2606.31227 • Published 8 days ago • 12
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs Paper • 2606.32032 • Published 8 days ago • 24
HydraHead: From Head-Level Functional Heterogeneity to Specialized Attention Hybridization Paper • 2606.20097 • Published 20 days ago • 18
Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding Paper • 2606.21906 • Published 18 days ago • 24
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 75
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs Paper • 2606.06574 • Published Jun 4 • 25
Redesign Mixture-of-Experts Routers with Manifold Power Iteration Paper • 2606.12397 • Published 28 days ago • 89
Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It Paper • 2606.11052 • Published 29 days ago • 16
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Paper • 2606.09079 • Published about 1 month ago • 65
Less is More: Recursive Reasoning with Tiny Networks Paper • 2510.04871 • Published Oct 6, 2025 • 518 • 43
Less is More: Recursive Reasoning with Tiny Networks Paper • 2510.04871 • Published Oct 6, 2025 • 518
Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding Paper • 2605.29707 • Published May 28 • 152
LLMs as Noisy Channels: A Shannon Perspective on Model Capacity and Scaling Laws Paper • 2605.23901 • Published May 22 • 13
Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information Paper • 2605.11609 • Published May 12 • 196