JEPA-Anything: Learning Predictive Models across Different Worlds Paper • 2609.20800 • Published 6 days ago • 62
ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments Paper • 2609.19134 • Published 7 days ago • 97
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents Paper • 2609.17523 • Published 8 days ago • 30
Discovery Foundation Models: Toward Open-Ended Discovery Intelligence Paper • 2609.15973 • Published 9 days ago • 33
Recursive Experiential-Working Memory Evolution for Long-Horizon Agent Harnesses Paper • 2608.24876 • Published 29 days ago • 30
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Paper • 2608.05139 • Published Aug 5 • 28
PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents Paper • 2608.04003 • Published Aug 4 • 36
PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Paper • 2606.19534 • Published Jun 17 • 66
RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System Paper • 2602.02488 • Published Feb 2 • 36
GenEnv: Difficulty-Aligned Co-Evolution Between LLM Agents and Environment Simulators Paper • 2512.19682 • Published Dec 22, 2025 • 19
MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation Paper • 2511.09611 • Published Nov 12, 2025 • 72
Demystifying Reinforcement Learning in Agentic Reasoning Paper • 2510.11701 • Published Oct 13, 2025 • 34
Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models Paper • 2509.06949 • Published Sep 8, 2025 • 57
ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs Paper • 2506.18896 • Published Jun 23, 2025 • 29