LongStraw: Long-Context RL Beyond 2M Tokens under a Fixed GPU Budget Paper • 2607.14952 • Published 1 day ago • 34 • 2
From Noisy Traces to Root Causes: Structural Trajectory Analysis and Causal Extraction for Agent Optimization Paper • 2607.07702 • Published 10 days ago • 7 • 3
Weak-to-Strong Generalization via Direct On-Policy Distillation Paper • 2607.05394 • Published 10 days ago • 125 • 3
KronQ: LLM Quantization via Kronecker-Factored Hessian Paper • 2607.07964 • Published 10 days ago • 29 • 4
Remember When It Matters: Proactive Memory Agent for Long-Horizon Agents Paper • 2607.08716 • Published 9 days ago • 14 • 6
Why Can't I Open My Drawer? Mitigating Object-Driven Shortcuts in Zero-Shot Compositional Action Recognition Paper • 2601.16211 • Published 16 days ago • 54 • 3
A Quantized Native Runtime for On-Device Semantic Audio Generation Paper • 2607.08526 • Published 9 days ago • 4 • 4
Is One Layer Enough? Training A Single Transformer Layer Can Match Full-Parameter RL Training Paper • 2607.01232 • Published 16 days ago • 6 • 3
CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration Paper • 2607.05465 • Published 12 days ago • 12 • 3
KVpop -- Key-Value Cache Compression with Predictive Online Pruning Paper • 2607.05061 • Published 12 days ago • 23 • 3
VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon Paper • 2607.01804 • Published 16 days ago • 31 • 4
AutoMem: Automated Learning of Memory as a Cognitive Skill Paper • 2607.01224 • Published 17 days ago • 20 • 3
AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents Paper • 2607.02255 • Published 16 days ago • 64 • 3
ELDR: Expert-Locality-Aware Decode Routing for PD-Disaggregated MoE Serving Paper • 2607.00466 • Published 17 days ago • 32 • 3
Managing Procedural Memory in LLM Agents: Control, Adaptation, and Evaluation Paper • 2606.23127 • Published 26 days ago • 25 • 3
Agentic Abstention: Do Agents Know When to Stop Instead of Act? Paper • 2606.28733 • Published 21 days ago • 148 • 9
Thinking While Speaking: Inference-Time Knowledge Transfer for Responsive and Intelligent Conversational Voice Agents Paper • 2511.07397 • Published 17 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 23 days ago • 4 • 3
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published 24 days ago • 18 • 3