@inproceedings{zhang-etal-2026-compevo, title = "{C}omp{E}vo: Competition-Induced Evolution for Multi-Agent in News-Driven Time Series Forecasting", author = "Zhang, Yuxuan and Feng, Yangyang and Guan, Yong and Li, Daifeng and Zhang, Kexin and Chen, Junlan and Deng, Bowen and Liu, Jun and Zeng, Zehua", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2354/", pages = "50581--50607", ISBN = "979-8-89176-462-0" }