Is One Layer Enough? Training A Single Transformer Layer Can Match Full-Parameter RL Training Paper • 2607.01232 • Published 8 days ago • 3 • 2
CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration Paper • 2607.05465 • Published 4 days ago • 9 • 2
KVpop -- Key-Value Cache Compression with Predictive Online Pruning Paper • 2607.05061 • Published 4 days ago • 19 • 3
VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon Paper • 2607.01804 • Published 8 days ago • 28 • 4
AutoMem: Automated Learning of Memory as a Cognitive Skill Paper • 2607.01224 • Published 9 days ago • 19 • 3
AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents Paper • 2607.02255 • Published 8 days ago • 60 • 3
ELDR: Expert-Locality-Aware Decode Routing for PD-Disaggregated MoE Serving Paper • 2607.00466 • Published 9 days ago • 31 • 3
Managing Procedural Memory in LLM Agents: Control, Adaptation, and Evaluation Paper • 2606.23127 • Published 18 days ago • 24 • 3
Agentic Abstention: Do Agents Know When to Stop Instead of Act? Paper • 2606.28733 • Published 13 days ago • 146 • 9
Thinking While Speaking: Inference-Time Knowledge Transfer for Responsive and Intelligent Conversational Voice Agents Paper • 2511.07397 • Published 9 days ago • 12 • 3
When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models Paper • 2606.27288 • Published 15 days ago • 4 • 3
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published 16 days ago • 18 • 3
The Verification Horizon: No Silver Bullet for Coding Agent Rewards Paper • 2606.26300 • Published 16 days ago • 49 • 4
Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints Paper • 2606.25605 • Published 16 days ago • 3 • 3
Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning Paper • 2606.24428 • Published 17 days ago • 52 • 3
Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding Paper • 2606.21906 • Published 20 days ago • 24 • 13