| 2026 | ACL | LLMs as Lab Engineers: A Benchmark for Analytical Method Lifecycle Management. | Xiaoyi Chen, Mahsa Monshizadeh, Chaoqi Zhang, Jianjun Lang, Yang Wu, Genevieve Mortensen, Xiaozhong Liu, Haixu Tang |
| 2026 | ACL | GUITester: Enabling GUI Agents for Exploratory Defect Discovery. | Yifei Gao, Jiang Wu, Xiaoyi Chen, Yifan Yang, Zhe Cui, Tianyi Ma, Jiaming Zhang, Jitao Sang |
| 2024 | CCS | The Janus Interface: How Fine-Tuning in Large Language Models Amplifies the Privacy Risks. | Xiaoyi Chen, Siyuan Tang, Rui Zhu, Shijun Yan, Lei Jin, Zihao Wang, Liya Su, Zhikun Zhang, Xiaofeng Wang, Haixu Tang |
| 2023 | ICASSP | NCL: Textual Backdoor Defense Using Noise-Augmented Contrastive Learning. | Shengfang Zhai, Qingni Shen, Xiaoyi Chen, Weilong Wang, Cong Li, Yuejian Fang, Zhonghai Wu |
| 2022 | ESORICS | Kallima: A Clean-Label Framework for Textual Backdoor Attacks. | Xiaoyi Chen, Yinpeng Dong, Zeyu Sun, Shengfang Zhai, Qingni Shen, Zhonghai Wu |
| 2022 | ICWS | RuleCache: Accelerating Web Application Firewalls by On-line Learning Traffic Patterns. | Xiaoyi Chen, Qingni Shen, Peng Cheng, Yongqiang Xiong, Zhonghai Wu |
| 2021 | ACSAC | BadNL: Backdoor Attacks against NLP Models with Semantic-preserving Improvements. | Xiaoyi Chen, Ahmed Salem, Dingfan Chen, Michael Backes, Shiqing Ma, Qingni Shen, Zhonghai Wu, Yang Zhang |
| 2021 | IJCNN | Model Performance Inspection of Deep Neural Networks by Decomposing Bayesian Uncertainty Estimates. | Xiaoyi Chen, Ni Zhang |
| 2021 | ICRA | MIDAS: Multi-agent Interaction-aware Decision-making with Adaptive Strategies for Urban Autonomous Navigation. | Xiaoyi Chen, Pratik Chaudhari |
| 2021 | IJCNN | Layerwise Approximate Inference for Bayesian Uncertainty Estimates on Deep Neural Networks. | Ni Zhang, Xiaoyi Chen, Li Quan |
| 2021 | MICCAI | Few Trust Data Guided Annotation Refinement for Upper Gastrointestinal Anatomy Recognition. | Yan Li, Kai Lan, Xiaoyi Chen, Li Quan, Ni Zhang |
| 2020 | ICIP | Loss Rescaling by Uncertainty Inference For Single-Stage Object Detection. | Yan Li, Xiaoyi Chen, Li Quan, Ni Zhang |
| 2020 | IJCNN | Layer-wise Adversarial Training Approach to Improve Adversarial Robustness. | Xiaoyi Chen, Ni Zhang |
| 2020 | MICCAI | An Effective Data Refinement Approach for Upper Gastrointestinal Anatomy Recognition. | Quan Li, Yan Li, Xiaoyi Chen, Ni Zhang |
| 2017 | ICPRAM | Domain Adaptation Transfer Learning by SVM Subject to a Maximum-Mean-Discrepancy-like Constraint. | Xiaoyi Chen, Rgis Lengell |
| 2017 | ICPRAM | Domain Adaptation Transfer Learning by Kernel Representation Adaptation. | Xiaoyi Chen, Rgis Lengell |