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Figure 4 · Multi-agent forecasting framework. Versioned paper · Original image. Used without substantive modification; scaled to fit the page.
Rights: CC BY 4.0 · License terms
Zihang Zhou, Ziqian Ren, Yukai Wu, Yingjie Xiong, Wei Zhou, Chao Peng, Dong Zhang, Bingheng Yan, Xuanhe Zhou, Fan Wu. SetupX: Can LLM Agents Learn from Past Failures in Functionality-Correct Code Repository Setup?, 2026.
Figure 2 · SetupX system overview. Versioned paper · Original image. Used without substantive modification; scaled to fit the page.
Rights: arXiv non-exclusive distribution license. Copyright remains with the original authors.
Zirui Tang, Xuanhe Zhou, Yumou Liu, Linchun Li, Yukai Wu, Weizheng Wang, Hongzhang Huang, Wei Zhou, Jun Zhou, Jiachen Song, Shaoli Yu, Jinqi Wang, Zihang Zhou, Hongyi Zhou, Yuting Lv, Jinyang Li, Jiashuo Liu, Ruoyu Chen, Chunwei Liu, Guoliang Li, Jihua Kang, Fan Wu. Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies, 2026.
Figure 2 · Workspace-Bench overview. Versioned paper · Original image. Used without substantive modification; scaled to fit the page.
Rights: CC BY 4.0 · License terms
Zirui Tang, Weizheng Wang, Zihang Zhou, Yang Jiao, Bangrui Xu, Boyu Niu, Dayou Zhou, Xuanhe Zhou, Guoliang Li, Yeye He, Wei Zhou, Yitong Song, Cheng Tan, Xue Yang, Chunwei Liu, Bin Wang, Conghui He, Xiaoyang Wang, Fan Wu. LLM/Agent-as-Data-Analyst: A Survey, 2025.
Figure 2 · Technical overview of the survey. Versioned paper · Original image. Used without substantive modification; scaled to fit the page.
Rights: CC BY 4.0 · License terms
