Author

Hao Zhou

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#artificial intelligence Preprint Sep 2026

SWE-MILE: Asynchronous Potential-Induced Milestone Credit Assignment for Long-Horizon Software Engineering Agents

Long-horizon software engineering (SWE) agents trained with reinforcement learning with verifiable rewards (RLVR) typically receive only terminal outcome supervision, making it difficult to distinguish productive actions from redundant exploration or functional regressions. We propose SWE-MILE, an asynchronous potentia...

Chao-Qun Cui, Hao Zhou, Mei-Qi Chen et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments

Terminal-Universe is introduced, a framework which turns each trajectory into a reusable environment and explores it for synthesizing new tasks and continued interactions, and produces 37.3k task-sufficient environments.

Jie Wu, Zhen-Ru Zhang, Bei-Chen Zhang et al. · 3 citations

Review Aug 2026

Self-Evolving Coding Agents

This survey aims to clarify the conceptual boundaries of self-evolving coding agents and provide a foundation for designing more adaptive, reliable, and software-aware agentic systems.

Hao Zhou, Hai-Chuan Hu, Tianyu Luo et al. · 0 citations