CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Luo, Xianzhen and Zhang, Jingyuan and Zhou, Shiqi and Huang, Jinyang and Xiao, Chuan and Zhu, Qingfu and Ma, Zhiyuan and Yue, Xing and Yue, Yang and Zeng, Wencong and others

CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Luo, Xianzhen and Zhang, Jingyuan and Zhou, Shiqi and Huang, Jinyang and Xiao, Chuan and Zhu, Qingfu and Ma, Zhiyuan and Yue, Xing and Yue, Yang and Zeng, Wencong and others

Know more, know clearer: A meta-cognitive framework for knowledge augmentation in large language models

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Chen, Hao and He, Ye and Fan, Yuchun and Yan, Yukun and Liu, Zhenghao and Zhu, Qingfu and Sun, Maosong and Che, Wanxiang

Know more, know clearer: A meta-cognitive framework for knowledge augmentation in large language models

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Chen, Hao and He, Ye and Fan, Yuchun and Yan, Yukun and Liu, Zhenghao and Zhu, Qingfu and Sun, Maosong and Che, Wanxiang

MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Guo, Chuanzhe and Wu, Jingjing and He, Sijun and Chen, Yang and Kuang, Zhaoqi and Fan, Shilong and Chen, Bingjin and Bao, Siqi and Liu, Jing and Wu, Hua and others

MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

Proceedings of the 43rd International Conference on Machine Learning, 2026.

Guo, Chuanzhe and Wu, Jingjing and He, Sijun and Chen, Yang and Kuang, Zhaoqi and Fan, Shilong and Chen, Bingjin and Bao, Siqi and Liu, Jing and Wu, Hua and others