U-Space: Uncovering When and Why Uncertainty Arises in Language Models Paper • 2610.09087 • Published Oct 6 • 44
What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents Paper • 2610.06406 • Published Oct 5 • 20
AutoGUIWorld: Image Generators as Visual World Models for GUI Agent Paper • 2610.01215 • Published Oct 1 • 35
The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement Paper • 2609.11873 • Published Sep 10 • 38
Discovery Foundation Models: Toward Open-Ended Discovery Intelligence Paper • 2609.15973 • Published Sep 14 • 30
Zero-WAM: In-Context World-Action Modeling from Human Videos for Open-Ended Task Generalization Paper • 2608.26103 • Published Aug 26 • 24
From Sequence to Structure: Relational Uncertainty Propagation for LLM Agents Paper • 2608.16002 • Published Aug 19 • 7
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments Paper • 2606.13681 • Published Jun 11 • 143
On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters Paper • 2606.02437 • Published Jun 1 • 104
The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence Paper • 2605.26494 • Published May 26 • 37
Soap2Soap: Long Cinematic Video Remaking via Multi-Agent Collaboration Paper • 2605.17423 • Published May 17 • 30
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Paper • 2605.23204 • Published May 22 • 29
The Last Human-Written Paper: Agent-Native Research Artifacts Paper • 2604.24658 • Published Apr 29 • 25
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond Paper • 2604.22748 • Published Apr 24 • 151
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Paper • 2604.08224 • Published Apr 9 • 51