Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement Paper • 2608.31046 • Published 3 days ago • 127
From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published Jul 26 • 106
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 84
MegaTrain: Full Precision Training of 100B+ Parameter Large Language Models on a Single GPU Paper • 2604.05091 • Published Apr 6 • 48
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI Paper • 2512.16676 • Published Dec 18, 2025 • 226
The End of Manual Decoding: Towards Truly End-to-End Language Models Paper • 2510.26697 • Published Oct 30, 2025 • 121
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 235
LightMem: Lightweight and Efficient Memory-Augmented Generation Paper • 2510.18866 • Published Oct 21, 2025 • 116
Less is More: Recursive Reasoning with Tiny Networks Paper • 2510.04871 • Published Oct 6, 2025 • 521
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs Paper • 2510.11696 • Published Oct 13, 2025 • 183