Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine Paper • 2610.22192 • Published 21 days ago • 30
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking Paper • 2609.13141 • Published Sep 11 • 66
T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published Sep 10 • 65
FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience Paper • 2609.03241 • Published Sep 3 • 41
UI-Mate: Advancing Open-Weight Foundation GUI Agents with In-Context Demonstrations Paper • 2608.15930 • Published Aug 16 • 48
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 • 114
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 • 83
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 • 83
PatchWorld: Gradient-Free Optimization of Executable World Models Paper • 2605.30880 • Published May 29 • 12