UI-Mate: Advancing Open-Weight Foundation GUI Agents with In-Context Demonstrations Paper • 2608.15930 • Published 20 days ago • 47
Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning Paper • 2607.18722 • Published Jul 21 • 36
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published Jul 14 • 235
Random Long-Context Access for Mamba via Hardware-aligned Hierarchical Sparse Attention Paper • 2504.16795 • Published Apr 23, 2025 • 1
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models Paper • 2511.23319 • Published Nov 28, 2025 • 25
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Paper • 2606.09079 • Published Jun 8 • 69
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling Paper • 2410.01651 • Published Jun 12, 2025
Understanding and Improving Length Generalization in Hierarchical Sparse Attention Models Paper • 2510.17196 • Published Apr 30
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 84
Augmenting Transformers with Recursively Composed Multi-grained Representations Paper • 2309.16319 • Published Sep 28, 2023
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 84
PatchWorld: Gradient-Free Optimization of Executable World Models Paper • 2605.30880 • Published May 29 • 12