| 2026 | AAAI | Fragile by Design: On the Limits of Adversarial Defenses in Personalized DreamBooth Generation. | Zhen Chen, Yi Zhang, Xiangyu Yin, Chengxuan Qin, Xingyu Zhao, Xiaowei Huang, Wenjie Ruan |
| 2026 | ACL | Dictionary Guided Sparse Logit Editing for Reliable Jailbreak Attacks. | Shuaibiao Han, Ruiyang Ni, Zhiyu Yi, Changlong Li, Perley Xu, Wenjie Ruan |
| 2026 | ACL | Defending LLMs against Jailbreak Attacks via Template-Based ICL with a Defensive Suffix. | Ruiyang Ni, Changlong Li, Shuaibiao Han, Zhiyu Yi, Perley Xu, Wenjie Ruan |
| 2025 | AAAI | A Black-Box Evaluation Framework for Semantic Robustness in Bird's Eye View Detection. | Fu Wang, Yanghao Zhang, Xiangyu Yin, Guangliang Cheng, Zeyu Fu, Xiaowei Huang, Wenjie Ruan |
| 2025 | ICCV | Adversarial Training for Probabilistic Robustness. | Yi Zhang, Yuhang Chen, Zhen Chen, Wenjie Ruan, Xiaowei Huang, Siddartha Khastgir, Xingyu Zhao |
| 2025 | ICDM | FAP: A Foveation-Inspired Adversarial Purification Pipeline for Enhancing Robustness in Mammography Classification. | Ghazal Lalooha, Wenjie Ruan, Venus Haghighi, Xinshu Li, Quan Z. Sheng |
| 2025 | PRICAI | Interpreting Safety: A LLM and STPA Approach. | Yi Qi, Shufeng Chen, Xiangyu Yin, Wenjie Ruan, Siddartha Khastgir, Ji Ruan, Xingyu Zhao, Xiaowei Huang |
| 2024 | AAAI | Reward Certification for Policy Smoothed Reinforcement Learning. | Ronghui Mu, Leandro Soriano Marcolino, Yanghao Zhang, Tianle Zhang, Xiaowei Huang, Wenjie Ruan |
| 2024 | AAAI | Representation-Based Robustness in Goal-Conditioned Reinforcement Learning. | Xiangyu Yin, Sihao Wu, Jiaxu Liu, Meng Fang, Xingyu Zhao, Xiaowei Huang, Wenjie Ruan |
| 2024 | CVPR | Boosting Adversarial Training via Fisher-Rao Norm-Based Regularization. | Xiangyu Yin, Wenjie Ruan |
| 2024 | CVPR | Towards Fairness-Aware Adversarial Learning. | Yanghao Zhang, Tianle Zhang, Ronghui Mu, Xiaowei Huang, Wenjie Ruan |
| 2024 | ECCV | ProTIP: Probabilistic Robustness Verification on Text-to-Image Diffusion Models Against Stochastic Perturbation. | Yi Zhang, Yun Tang, Wenjie Ruan, Xiaowei Huang, Siddartha Khastgir, Paul A. Jennings, Xingyu Zhao |
| 2024 | EMNLP | CROWD: Certified Robustness via Weight Distribution for Smoothed Classifiers against Backdoor Attack. | Siqi Sun, Procheta Sen, Wenjie Ruan |
| 2024 | ICASSP | DeepGRE: Global Robustness Evaluation of Deep Neural Networks. | Tianle Zhang, Jiaxu Liu, Yanghao Zhang, Ronghui Mu, Wenjie Ruan |
| 2024 | ICML | Position: Building Guardrails for Large Language Models Requires Systematic Design. | Yi Dong, Ronghui Mu, Gaojie Jin, Yi Qi, Jinwei Hu, Xingyu Zhao, Jie Meng, Wenjie Ruan, Xiaowei Huang |
| 2024 | IJCAI | PRASS: Probabilistic Risk-averse Robust Learning with Stochastic Search. | Tianle Zhang, Yanghao Zhang, Ronghui Mu, Jiaxu Liu, Jonathan E. Fieldsend, Wenjie Ruan |
| 2023 | AAAI | RePreM: Representation Pre-training with Masked Model for Reinforcement Learning. | Yuanying Cai, Chuheng Zhang, Wei Shen, Xuyun Zhang, Wenjie Ruan, Longbo Huang |
| 2023 | AAAI | Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning. | Ronghui Mu, Wenjie Ruan, Leandro Soriano Marcolino, Gaojie Jin, Qiang Ni |
| 2023 | AAAI | Towards Verifying the Geometric Robustness of Large-Scale Neural Networks. | Fu Wang, Peipei Xu, Wenjie Ruan, Xiaowei Huang |
| 2023 | AAAI | Reachability Analysis of Neural Network Control Systems. | Chi Zhang, Wenjie Ruan, Peipei Xu |
| 2023 | ACL | TextVerifier: Robustness Verification for Textual Classifiers with Certifiable Guarantees. | Siqi Sun, Wenjie Ruan |
| 2023 | ICASSP | Sora: Scalable Black-Box Reachability Analyser on Neural Networks. | Peipei Xu, Fu Wang, Wenjie Ruan, Chi Zhang, Xiaowei Huang |
| 2023 | MICCAI | Self-adaptive Adversarial Training for Robust Medical Segmentation. | Fu Wang, Zeyu Fu, Yanghao Zhang, Wenjie Ruan |
| 2023 | PAKDD | Model-Agnostic Reachability Analysis on Deep Neural Networks. | Chi Zhang, Wenjie Ruan, Fu Wang, Peipei Xu, Geyong Min, Xiaowei Huang |
| 2022 | ICDM | Enhancing Robust Text Classification via Category Description. | Xin Gao, Zhengye Zhu, Xu Chu, Yasha Wang, Wenjie Ruan, Junfeng Zhao |
| 2022 | ICFEM | Bridging Formal Methods and Machine Learning with Global Optimisation. | Xiaowei Huang, Wenjie Ruan, Qiyi Tang, Xingyu Zhao |
| 2021 | BMVC | Sparse Adversarial Video Attacks with Spatial Transformations. | Ronghui Mu, Wenjie Ruan, Leandro Soriano Marcolino, Qiang Ni |
| 2021 | CIKM | Adversarial Robustness of Deep Learning: Theory, Algorithms, and Applications. | Wenjie Ruan, Xinping Yi, Xiaowei Huang |
| 2021 | WWW | Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis. | Liantao Ma, Xinyu Ma, Junyi Gao, Xianfeng Jiao, Zhihao Yu, Chaohe Zhang, Wenjie Ruan, Yasha Wang, Wen Tang, Jiangtao Wang |
| 2020 | AAAI | AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. | Liantao Ma, Junyi Gao, Yasha Wang, Chaohe Zhang, Jiangtao Wang, Wenjie Ruan, Wen Tang, Xin Gao, Xinyu Ma |
| 2020 | AAAI | ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. | Liantao Ma, Chaohe Zhang, Yasha Wang, Wenjie Ruan, Jiangtao Wang, Wen Tang, Xinyu Ma, Xin Gao, Junyi Gao |
| 2020 | ICDM | Generalizing Universal Adversarial Attacks Beyond Additive Perturbations. | Yanghao Zhang, Wenjie Ruan, Fu Wang, Xiaowei Huang |
| 2020 | VTC | EV Charging Recommendation Concerning Preemptive Service and Charging Urgency Policy. | Shuohan Liu, Yue Cao, Wenjie Ruan, Qiang Ni, Michele Nati, Chakkaphong Suthaputchakun |
| 2019 | IJCAI | Global Robustness Evaluation of Deep Neural Networks with Provable Guarantees for the Hamming Distance. | Wenjie Ruan, Min Wu, Youcheng Sun, Xiaowei Huang, Daniel Kroening, Marta Kwiatkowska |
| 2019 | IROS | Gaze-based Intention Anticipation over Driving Manoeuvres in Semi-Autonomous Vehicles. | Min Wu, Tyron Louw, Morteza Lahijanian, Wenjie Ruan, Xiaowei Huang, Natasha Merat, Marta Kwiatkowska |
| 2018 | IJCAI | Reachability Analysis of Deep Neural Networks with Provable Guarantees. | Wenjie Ruan, Xiaowei Huang, Marta Kwiatkowska |
| 2018 | SIGIR | Related or Duplicate: Distinguishing Similar CQA Questions via Convolutional Neural Networks. | Wei Emma Zhang, Quan Z. Sheng, Zhejun Tang, Wenjie Ruan |
| 2017 | DASFAA | Recovering Missing Values from Corrupted Spatio-Temporal Sensory Data via Robust Low-Rank Tensor Completion. | Wenjie Ruan, Peipei Xu, Quan Z. Sheng, Nickolas J. G. Falkner, Xue Li, Wei Emma Zhang |
| 2017 | Mobiquitous | Interpolating the Missing Values for Multi-Dimensional Spatial-Temporal Sensor Data: A Tensor SVD Approach. | Peipei Xu, Wenjie Ruan, Quan Z. Sheng, Tao Gu, Lina Yao |
| 2016 | ADMA | Recognizing Daily Living Activity Using Embedded Sensors in Smartphones: A Data-Driven Approach. | Wenjie Ruan, Leon Chea, Quan Z. Sheng, Lina Yao |
| 2016 | CIKM | Forecasting Seasonal Time Series Using Weighted Gradient RBF Network based Autoregressive Model. | Wenjie Ruan, Quan Z. Sheng, Peipei Xu, Nguyen Khoi Tran, Nickolas J. G. Falkner, Xue Li, Wei Emma Zhang |
| 2016 | CIKM | When Sensor Meets Tensor: Filling Missing Sensor Values Through a Tensor Approach. | Wenjie Ruan, Peipei Xu, Quan Z. Sheng, Nguyen Khoi Tran, Nickolas J. G. Falkner, Xue Li, Wei Emma Zhang |
| 2016 | PERCOM | Unobtrusive human localization and activity recognition for supporting independent living of the elderly. | Wenjie Ruan |
| 2016 | PERCOM | PreventDark: Automatically detecting and preventing problematic use of smartphones in darkness. | Wenjie Ruan, Quan Z. Sheng, Lina Yao, Nguyen Khoi Tran, Yu Chieh Yang |
| 2016 | PERCOM | HOI-Loc: Towards unobstructive human localization with probabilistic multi-sensor fusion. | Wenjie Ruan, Quan Z. Sheng, Lina Yao, Lei Yang, Tao Gu |
| 2016 | WoWMoM | Device-free indoor localization and tracking through Human-Object Interactions. | Wenjie Ruan, Quan Z. Sheng, Lina Yao, Tao Gu, Michele Ruta, Longfei Shangguan |
| 2015 | ICDM | Freedom: Online Activity Recognition via Dictionary-Based Sparse Representation of RFID Sensing Data. | Lina Yao, Quan Z. Sheng, Xue Li, Sen Wang, Tao Gu, Wenjie Ruan, Wan Zou |
| 2015 | ICPADS | Unobtrusive Posture Recognition via Online Learning of Multi-dimensional RFID Received Signal Strength. | Lina Yao, Quan Z. Sheng, Wenjie Ruan, Xue Li, Sen Wang, Zhi Yang |
| 2015 | ICWS | Service Recommendation for Mashup Composition with Implicit Correlation Regularization. | Lina Yao, Xianzhi Wang, Quan Z. Sheng, Wenjie Ruan, Wei Zhang |
| 2015 | Mobiquitous | TagFall: Towards Unobstructive Fine-Grained Fall Detection based on UHF Passive RFID Tags. | Wenjie Ruan, Lina Yao, Quan Z. Sheng, Nickolas J. G. Falkner, Xue Li, Tao Gu |
| 2014 | CIKM | Exploring Tag-Free RFID-Based Passive Localization and Tracking via Learning-Based Probabilistic Approaches. | Lina Yao, Wenjie Ruan, Quan Z. Sheng, Xue Li, Nickolas J. G. Falkner |
| 2014 | Mobiquitous | TagTrack: device-free localization and tracking using passive RFID tags. | Wenjie Ruan, Lina Yao, Quan Z. Sheng, Nickolas J. G. Falkner, Xue Li |