Latent Sparse Attention: Towards Subquadratic Ultra-Long Context Attention Paper • 2610.42147 • Published 4 days ago • 2
R^2Orch: Recursive Self-Improvement for Agent Orchestration via Self-Play within a Skill-Internalization Loop Paper • 2610.22740 • Published 12 days ago • 97
On the Origin and Evolution of Training-Inference Mismatch in LLM Reinforcement Learning Paper • 2610.40945 • Published 5 days ago • 10
When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications Paper • 2610.40256 • Published 5 days ago • 9
MemSteer: Turning User Histories into Supervision for Agent Memory Optimization Paper • 2610.39276 • Published 5 days ago • 6
Follow the Gradient: Tracing Safety Degradation Back to Training Data Paper • 2610.37481 • Published 7 days ago • 29
Building Auditable AI Text Detectors with Sparse Autoencoders Paper • 2610.30006 • Published 13 days ago • 16
TenetBench: A Clause-Anchored Russian Corpus for Evaluating Language Models against Professional Codes of Ethics Paper • 2610.29477 • Published 13 days ago • 22
On-Policy Self-Training: Data-Free Self-Improvement in Large Language Models Paper • 2610.32770 • Published 11 days ago • 49
Instruction Capacity: Behavior and Degradation of Language Models under Controlled Load Paper • 2610.36095 • Published 8 days ago • 4
Scaling Lean Theorem Proving for Real-World Code Verification Paper • 2610.38174 • Published 6 days ago • 7
CoSTA: Compressed Speech Token Adaptation for Efficient Spoken Dialogue Models Paper • 2610.21143 • Published 19 days ago • 15
Broken on Arrival: Non-Functional Quantized LLM Artifacts in Public Model Registries and How to Catch Them Paper • 2609.05881 • Published 9 days ago • 7
Your LR Schedule May Not Be Principled: Effective Learning Rate Scheduling in Weight-Normalized Training Paper • 2610.40362 • Published 5 days ago • 16
Your Benchmark Is an Empirical Measure Over Difficulty Paper • 2610.29927 • Published 13 days ago • 167
WorkFactory: Turning Professional Intents into Executable Work for Scalable Agent Training Paper • 2610.37161 • Published 7 days ago • 66
A-RSI: Adaptive Task Refresh for Zero-Data Multimodal Self-Improvement Paper • 2610.38568 • Published 6 days ago • 92