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Author

Yi-Fei Liu

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Preprint Aug 2026

GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks

Agent self-evolution updates an agent's persistent state from prior experience and reuses it to solve related tasks more effectively. Evaluating self-evolution is difficult: existing benchmarks provide limited coverage of economically valuable task domains, do not always design training and test tasks such that test-ti...

Leijun Zhou, Zhihao Liu, Xiang Qu et al. · 1 citation
Review Jul 2026

SciForge: An AI-Native, Multimodal Workbench for Scientific Discovery

SciForge is a multimodal research-native AI workbench that reserves the graphical interface for human judgment while search, parsing, model routing, workflow execution, plotting, writing, and presentation generation run as modular agent-accessible services.

SciForge Team Zhangyang Gao, Minghao Fang, Yifei Liu et al. · 0 citations

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