Beihang University（北京航空航天大学）

Spatio-Temporal Data Enhanced Vision-Language Model for Traffic Scene Understanding

Jingtian Ma, Jingyuan Wang, Wayne Xin Zhao, Guoping Liu, Xiang Wen

机构 * School of Computer Science and Engineering, and the MOE Engineering Research Center of Advanced Computer Application Technology, Beihang University（计算机科学与工程学院，以及教育部先进计算机应用技术工程研究中心，北京航空航天大学） ； School of Computer Science and Engineering, the School of Economics and Management, and the MIIT Key Laboratory of Data Intelligence and Management, Beihang University（计算机科学与工程学院，经济管理学院，以及工信部数据智能与管理重点实验室，北京航空航天大学） ； Gaoling School of Artificial Intelligence, Renmin University of China（中关村人工智能学院，中国人民大学） ； DiDi Global Inc.（滴滴出行公司） 纠错

Machines Serve Human: A Novel Variable Human-machine Collaborative Compression Framework

Zifu Zhang, Shengxi Li, Xiancheng Sun, Mai Xu, Zhengyuan Liu, Jingyuan Xia

机构 * School of Electronic and Information Engineering, Beihang University（北京航空航天大学电子与信息工程学院） ； State Key Laboratory of Virtual Reality Technology and Systems, Beihang University（北京航空航天大学虚拟现实技术与系统国家重点实验室） ； Department of Electronic Science and Technology, National University of Defense Technology（国防科技大学电子科学与技术系） 纠错

Detecting Stealthy Backdoor Samples based on Intra-class Distance for Large Language Models

Jinwen Chen, Hainan Zhang, Fei Sun, Qinnan Zhang, Sijia Wen, Ziwei Wang, Zhiming Zheng

机构 * Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing（未来区块链与隐私计算先进创新中心） ； Institute of Artificial Intelligence, Beihang University（北京航空航天大学人工智能学院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） 纠错

Comments EMNLP2025Findings

A Survey of Low-bit Large Language Models: Basics, Systems, and Algorithms

Ruihao Gong, Yifu Ding, Zining Wang, Chengtao Lv, Xingyu Zheng, Jinyang Du, Haotong Qin, Jinyang Guo, Michele Magno, Xianglong Liu

机构 * Beihang University（北京航空航天大学） ； ETH Zurich（苏黎世联邦理工学院） ； The Chinese University of Hong Kong（香港中文大学） 纠错

Comments Ruihao Gong leads the overall organization of the survey, with Yifu Ding and Jinyang Du contributing to Sections 2 and 3. Xingyu Zheng is responsible for authoring Section 4, while Chengtao Lv and Zining Wang collaborate on Section 5. Haotong Qin, Jinyang Guo, Michele Magno, and Xianglong Liu provide guidance during the whole process and assist in refining the final manuscript

Learn More, Forget Less: A Gradient-Aware Data Selection Approach for LLM

Yibai Liu, Shihang Wang, Zeming Liu, Zheming Song, Junzhe Wang, Jingjing Liu, Qingjie Liu, Yunhong Wang

机构 * Fu Foundation School of Engineering and Applied Science, Columbia University（哥伦比亚大学工程与应用科学学院） ； School of Computer Science and Engineering, Beihang University（北航计算机科学与工程学院） 纠错

Comments Under review