作者位次 #8/9NeurIPS 2026Oral
APS: Bias-Controlled Adaptive Prototype Simulation for Population-Scale LLM Agents
Quan ZHENG · Yan Gao · shaobin he · Haoxiang Guan · Yuanhe Tian · Jie Feng · Ming Wang · Shuxin Zheng · Zhen Liu
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Quan ZHENG · Yan Gao · shaobin he · Haoxiang Guan · Yuanhe Tian · Jie Feng · Ming Wang · Shuxin Zheng · Zhen Liu
Yanxi Wang · Zhiling Zhang · Wenbo Zhou · Weiming Zhang · Jie Zhang · Qiannan Zhu · Yu Shi · Shuxin Zheng · Jiyan He
Haoyu Dong · Pengkun Zhang · Yan Gao · Xuanyu Dong · Yilin Cheng · Mingzhe Lu · Adina Yakefu · Shuxin Zheng
We introduce FinWorkBench (a.k.a. Finch) for evaluating AI agents on real-world, enterprise-grade finance and accounting workflows that interleave data entry, structuring, formatting, web search, cross-file retrieval, calculation, modeling, validation, translation, visualization, and reporting. F...