Lai, Songning

7 publications

ICLR 2026 ACE: Attribution-Controlled Knowledge Editing for Multi-Hop Factual Recall Jiayu Yang, Yuxuan Fan, Songning Lai, Shengen Wu, Jiaqi Tang, Chun Kang, Zhijiang Guo, Yutao Yue

TMLR 2026 Multimodal Deception in Explainable AI: Concept-Level Backdoor Attacks on Concept Bottleneck Models Songning Lai, Jiayu Yang, Yu Huang, Lijie Hu, TianlangXue, Zhangyi Hu, Jiaxu Li, Haicheng Liao, Zongyang Liu, Yutao Yue

IJCAI 2025 Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction Bonan Wang, Haicheng Liao, Chengyue Wang, Bin Rao, Yanchen Guan, Guyang Yu, Jiaxun Zhang, Songning Lai, Chengzhong Xu, Zhenning Li

ICML 2025 IMTS Is Worth Time $\times$ Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction Zhangyi Hu, Jiemin Wu, Hua Xu, Mingqian Liao, Ninghui Feng, Bo Gao, Songning Lai, Yutao Yue

ECML-PKDD 2025 Stable Vision Concept Transformers for Medical Diagnosis Lijie Hu, Songning Lai, Yuan Hua, Shu Yang, Jingfeng Zhang, Di Wang

ICLR 2024 Faithful Vision-Language Interpretation via Concept Bottleneck Models Songning Lai, Lijie Hu, Junxiao Wang, Laure Berti-Equille, Di Wang

NeurIPS 2024 Towards Multi-Dimensional Explanation Alignment for Medical Classification Lijie Hu, Songning Lai, Wenshuo Chen, Hongru Xiao, Hongbin Lin, Lu Yu, Jingfeng Zhang, Di Wang