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Jiayao Liu

2 accepted papers

2026

EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents

Lei Wei, Qi Liu, Ruiyang Huang, Xiao Peng, TT, Lanbo Lin +7
ICML 2026poster

Tool-augmented language model agents have shown great potential in solving complex real-world tasks, but a key challenge remains balancing planning flexibility with the reliability required for production deployment. Existing approaches either execute tools sequentially without parallelism or genera…

Cited by 0Source ↗Scholar ↗
2026

JADE: Expert-Grounded Dynamic Evaluation for Open-Ended Professional Tasks

Lanbo Lin, Jiayao Liu, Tianyuan Yang, Li Cai, Yuanwu Xu, Lei Wei +2
ICML 2026poster

Evaluating agentic AI on open-ended professional tasks faces a fundamental dilemma between rigor and flexibility. Static rubrics provide rigorous, reproducible assessment but fail to accommodate diverse valid response strategies, while LLM-as-a-judge approaches adapt to individual responses yet suff…

Cited by 0Source ↗Scholar ↗