| 2026 | AAAI | GEM: Gaussian Embedding Modeling for Out-of-Distribution Detection in GUI Agents. | Zheng Wu, Pengzhou Cheng, Zongru Wu, Lingzhong Dong, Zhuosheng Zhang |
| 2026 | KSEM | Domain Adaptation of MLLM-Based GUI Agents in Documentation-Rich Environments with Standard Operating Procedures. | Lingzhong Dong, Ziqi Zhou, Pengzhou Cheng, Zongru Wu, Zheng Wu, Gongshen Liu, Zhuosheng Zhang |
| 2025 | ACL | OS-Kairos: Adaptive Interaction for MLLM-Powered GUI Agents. | Pengzhou Cheng, Zheng Wu, Zongru Wu, Tianjie Ju, Aston Zhang, Zhuosheng Zhang, Gongshen Liu |
| 2025 | COLING | Gracefully Filtering Backdoor Samples for Generative Large Language Models without Retraining. | Zongru Wu, Pengzhou Cheng, Lingyong Fang, Zhuosheng Zhang, Gongshen Liu |
| 2025 | EMNLP | Hidden Ghost Hand: Unveiling Backdoor Vulnerabilities in MLLM-Powered Mobile GUI Agents. | Pengzhou Cheng, Haowen Hu, Zheng Wu, Zongru Wu, Tianjie Ju, Daizong Ding, Zhuosheng Zhang, Gongshen Liu |
| 2025 | KDD | BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense Evaluation. | Haiyang Yu, Tian Xie, Jiaping Gui, Pengyang Wang, Pengzhou Cheng, Ping Yi, Yue Wu |
| 2025 | NAACL | SynGhost: Invisible and Universal Task-agnostic Backdoor Attack via Syntactic Transfer. | Pengzhou Cheng, Wei Du, Zongru Wu, Fengwei Zhang, Libo Chen, Zhuosheng Zhang, Gongshen Liu |
| 2024 | ACL | Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space. | Zongru Wu, Zhuosheng Zhang, Pengzhou Cheng, Gongshen Liu |
| 2023 | AAAI | PLMmark: A Secure and Robust Black-Box Watermarking Framework for Pre-trained Language Models. | Peixuan Li, Pengzhou Cheng, Fangqi Li, Wei Du, Haodong Zhao, Gongshen Liu |