Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals Paper • 2607.11505 • Published 19 days ago • 18
EgoSteer: A Full-Stack System Towards Steerable Dexterous Manipulation from Egocentric Videos Paper • 2607.09701 • Published Jun 21 • 17
The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published Jun 28 • 170
DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation Paper • 2606.31537 • Published Jun 30 • 29
Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps Paper • 2605.16928 • Published May 16 • 99
SafeDiffusion-R1: Online Reward Steering for Safe Diffusion Post-Training Paper • 2605.18719 • Published May 18 • 7
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Paper • 2605.12882 • Published May 13 • 274
Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers Paper • 2605.06169 • Published May 7 • 238
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability Paper • 2604.06628 • Published Apr 8 • 330
Adam's Law: Textual Frequency Law on Large Language Models Paper • 2604.02176 • Published Apr 2 • 510
ClawKeeper: Comprehensive Safety Protection for OpenClaw Agents Through Skills, Plugins, and Watchers Paper • 2603.24414 • Published Mar 25 • 183
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published Mar 20 • 353
6Bit-Diffusion: Inference-Time Mixed-Precision Quantization for Video Diffusion Models Paper • 2603.18742 • Published Mar 19 • 11
Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning Paper • 2603.04597 • Published Mar 4 • 211