Understanding Reasoning from Pretraining to Post-Training Paper • 2607.16097 • Published 18 days ago • 28
DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation Paper • 2607.05147 • Published 29 days ago • 41
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 84
Securing the AI Agent: A Unified Framework for Multi-Layer Agent Red Teaming Paper • 2606.31227 • Published Jun 30 • 14
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs Paper • 2606.32032 • Published Jun 30 • 29
HydraHead: From Head-Level Functional Heterogeneity to Specialized Attention Hybridization Paper • 2606.20097 • Published Jun 18 • 19
Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding Paper • 2606.21906 • Published Jun 20 • 26
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 77