Feature Space Singularity for Out-of-Distribution Detection. - Haiwen Huang; Zhihan Li; Lulu Wang; Sishuo Chen; Xinyu Zhou; Bin Dong (SafeAI@AAAI, 2021)

Translation as Cross-Domain Knowledge: Attention Augmentation for Unsupervised Cross-Domain Segmenting and Labeling Tasks. - Ruixuan Luo; Yi Zhang 050; Sishuo Chen; Xu Sun 001 (EMNLP (Findings), 2021)

Holistic Sentence Embeddings for Better Out-of-Distribution Detection. - Sishuo Chen; Xiaohan Bi; Rundong Gao; Xu Sun 001 (EMNLP (Findings), 2022)

Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks. - Sishuo Chen; Wenkai Yang; Zhiyuan Zhang 001; Xiaohan Bi; Xu Sun 001 (EMNLP (Findings), 2022)

Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter. - Yi Liu; Xiaohan Bi; Lei Li 039; Sishuo Chen; Wenkai Yang; Xu Sun 001 (ACL (Findings), 2023)

Fine-Tuning Deteriorates General Textual Out-of-Distribution Detection by Distorting Task-Agnostic Features. - Sishuo Chen; Wenkai Yang; Xiaohan Bi; Xu Sun 001 (EACL (Findings), 2023)

TESTA: Temporal-Spatial Token Aggregation for Long-form Video-Language Understanding. - Shuhuai Ren; Sishuo Chen; Shicheng Li; Xu Sun 001; Lu Hou (EMNLP (Findings), 2023)

FETV: A Benchmark for Fine-Grained Evaluation of Open-Domain Text-to-Video Generation. - Yuanxin Liu; Lei Li; Shuhuai Ren; Rundong Gao; Shicheng Li; Sishuo Chen; Xu Sun 001; Lu Hou (NeurIPS, 2023)

RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge. - Yi Liu; Lianzhe Huang; Shicheng Li; Sishuo Chen; Hao Zhou 012; Fandong Meng; Jie Zhou 016; Xu Sun 001 (CoRR, 2023)

TempCompass: Do Video LLMs Really Understand Videos? - Yuanxin Liu; Shicheng Li; Yi Liu; Yuxiang Wang; Shuhuai Ren; Lei Li; Sishuo Chen; Xu Sun 001; Lu Hou (ACL (Findings), 2024)

BadActs: A Universal Backdoor Defense in the Activation Space. - Biao Yi; Sishuo Chen; Yiming Li 004; Tong Li 011; Baolei Zhang; Zheli Liu (ACL (Findings), 2024)

Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents. - Wenkai Yang; Xiaohan Bi; Yankai Lin; Sishuo Chen; Jie Zhou 016; Xu Sun 001 (NeurIPS, 2024)

Towards Multimodal Video Paragraph Captioning Models Robust to Missing Modality. - Sishuo Chen; Lei Li 039; Shuhuai Ren; Rundong Gao; Yuanxin Liu; Xiaohan Bi; Xu Sun 001; Lu Hou (CoRR, 2024)

Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models. - Biao Yi; Tiansheng Huang; Sishuo Chen; Tong Li 011; Zheli Liu; Zhixuan Chu; Yiming Li 004 (ICLR, 2025)