Contrastive Individual Treatment Effects Estimation. - Xinshu Li 001; Lina Yao 001 (ICDM, 2022)

Distribution-Conditioned Adversarial Variational Autoencoder for Valid Instrumental Variable Generation. - Xinshu Li 001; Lina Yao 001 (AAAI, 2024)

Self-Distilled Disentangled Learning for Counterfactual Prediction. - Xinshu Li 001; Mingming Gong; Lina Yao 001 (KDD, 2024)

FAP: A Foveation-Inspired Adversarial Purification Pipeline for Enhancing Robustness in Mammography Classification. - Ghazal Lalooha; Wenjie Ruan; Venus Haghighi; Xinshu Li 001; Quan Z. Sheng (ICDM, 2025)

Causality-aligned Prompt Learning via Diffusion-based Counterfactual Generation. - Xinshu Li 001; Ruoyu Wang 038; Erdun Gao; Mingming Gong; Lina Yao 001 (ACM Multimedia, 2025)

Efficient and Generalizable Environmental Understanding for Visual Navigation. - Ruoyu Wang 038; Xinshu Li 001; Chen Wang 008; Lina Yao 001 (CoRR, 2025)

Retrieval-Augmented Review Generation for Poisoning Recommender Systems. - Shiyi Yang 001; Xinshu Li 001; Guanglin Zhou; Chen Wang 008; Xiwei Xu 001; Limin Zhu 001; Lina Yao 001 (CoRR, 2025)

DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents. - Shiyi Yang 001; Zhibo Hu; Xinshu Li 001; Chen Wang 008; Tong Yu 001; Xiwei Xu 001; Liming Zhu 001; Lina Yao 001 (WWW, 2026)