| 2026 | AAAI | Multi-Modal Fact Knowledge Generation for Imbalanced Cross-Source Entity Alignment. | Qian Li, Cheng Ji, Zhaoji Liang, Yuzheng Zhang, Zhuo Chen, Siyuan Liang |
| 2026 | AAAI | Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles. | Jiangfan Liu, Yongkang Guo, Fangzhi Zhong, Tianyuan Zhang, Zonglei Jing, Siyuan Liang, Jiakai Wang, Mingchuan Zhang, Aishan Liu, Xianglong Liu |
| 2026 | AAAI | SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs. | Shuhan Xu, Siyuan Liang, Hongling Zheng, Aishan Liu, Xinbiao Wang, Yong Luo, Fu Lin, Leszek Rutkowski, Dacheng Tao |
| 2026 | ACL | Controllable Contamination Detection for Reliable LLM Evaluation with Statistical Guarantees. | Zheng Zhang, Qi Liu, Siyuan Liang, Ning Li, Zirui Hu, Weibo Gao, Rui Li, Zhenya Huang, Leszek Rutkowski, Baosheng Yu, Dacheng Tao |
| 2025 | ACL | ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models. | Xuxu Liu, Siyuan Liang, Mengya Han, Yong Luo, Aishan Liu, Xiantao Cai, Zheng He, Dacheng Tao |
| 2025 | CVPR | Interpreting Object-level Foundation Models via Visual Precision Search. | Ruoyu Chen, Siyuan Liang, Jingzhi Li, Shiming Liu, Maosen Li, Zhen Huang, Hua Zhang, Xiaochun Cao |
| 2025 | CVPR | Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift. | Siyuan Liang, Jiawei Liang, Tianyu Pang, Chao Du, Aishan Liu, Mingli Zhu, Xiaochun Cao, Dacheng Tao |
| 2025 | DAC | AutoRE: Bayesian-Optimization-based Automatic Reliability Enhancement Tool for Flow-based Microfluidic Biochips. | Siyuan Liang, Yushen Zhang, Mengchu Li, Tsun-Ming Tseng, Ulf Schlichtmann, Tsung-Yi Ho |
| 2025 | EMNLP | Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models. | Zonghao Ying, Deyue Zhang, Zonglei Jing, Yisong Xiao, Quanchen Zou, Aishan Liu, Siyuan Liang, Xiangzheng Zhang, Xianglong Liu, Dacheng Tao |
| 2025 | ICCAD | MMPack: Multi-Mask Co-Design for Ultra-Large Wafer-Scale Package Integration. | Shanyi Li, Zhen Zhuang, Siyuan Liang, Bei Yu, Tsung-Yi Ho |
| 2025 | ICCV | CopyrightShield: Enhancing Diffusion Model Security Against Copyright Infringement Attacks. | Zhixiang Guo, Siyuan Liang, Aishan Liu, Dacheng Tao |
| 2025 | ICCV | Gradient-Reweighted Adversarial Camouflage for Physical Object Detection Evasion. | Jiawei Liang, Siyuan Liang, Tianrui Lou, Ming Zhang, Wenjin Li, Dunqiu Fan, Xiaochun Cao |
| 2025 | ICCV | 3D Gaussian Splatting Driven Multi-View Robust Physical Adversarial Camouflage Generation. | Tianrui Lou, Xiaojun Jia, Siyuan Liang, Jiawei Liang, Ming Zhang, Yanjun Xiao, Xiaochun Cao |
| 2025 | ICCV | Towards a 3D Transfer-Based Black-Box Attack via Critical Feature Guidance. | Shuchao Pang, Zhenghan Chen, Shen Zhang, Liming Lu, Siyuan Liang, Anan Du, Yongbin Zhou |
| 2025 | ICLR | NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models. | Zheng Yi Ho, Siyuan Liang, Sen Zhang, Yibing Zhan, Dacheng Tao |
| 2025 | ICML | ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks. | Zhiyao Ren, Siyuan Liang, Aishan Liu, Dacheng Tao |
| 2025 | IJCAI | Physical Adversarial Camouflage Through Gradient Calibration and Regularization. | Jiawei Liang, Siyuan Liang, Jianjie Huang, Chenxi Si, Ming Zhang, Xiaochun Cao |
| 2025 | ICSE | BDefects4NN: A Backdoor Defect Database for Controlled Localization Studies in Neural Networks. | Yisong Xiao, Aishan Liu, Xinwei Zhang, Tianyuan Zhang, Tianlin Li, Siyuan Liang, Xianglong Liu, Yang Liu, Dacheng Tao |
| 2025 | PIMRC | Resilient Attitude Estimation for Mission-Critical Vehicle Networks Under GNSS Spoofing and Communication Jamming Attacks. | Siyuan Liang, Panlong Wang, Yidong Lv, Tong Yang |
| 2025 | VTC | High Precision Attitude Estimation Algorithm of Mems Array in Uavs for 6G Iot. | Yidong Lv, Siyuan Liang, Panlong Wang |
| 2025 | SMC | Intelligent Extraction Technology of Security Attributes for Chip Manual. | Yudong Huang, Yisen Wang, Siyuan Liang, Tianchan Yang, Yaxuan Feng |
| 2024 | AAAI | Correlation Matching Transformation Transformers for UHD Image Restoration. | Cong Wang, Jinshan Pan, Wei Wang, Gang Fu, Siyuan Liang, Mengzhu Wang, Xiao-Ming Wu, Jun Liu |
| 2024 | AAAI | Learning to Optimize Permutation Flow Shop Scheduling via Graph-Based Imitation Learning. | Longkang Li, Siyuan Liang, Zihao Zhu, Chris Ding, Hongyuan Zha, Baoyuan Wu |
| 2024 | AAAI | Does Few-Shot Learning Suffer from Backdoor Attacks? | Xinwei Liu, Xiaojun Jia, Jindong Gu, Yuan Xun, Siyuan Liang, Xiaochun Cao |
| 2024 | CVPR | BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning. | Siyuan Liang, Mingli Zhu, Aishan Liu, Baoyuan Wu, Xiaochun Cao, Ee-Chien Chang |
| 2024 | CVPR | Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds. | Tianrui Lou, Xiaojun Jia, Jindong Gu, Li Liu, Siyuan Liang, Bangyan He, Xiaochun Cao |
| 2024 | DAC | LaMUX: Optimized Logic-Gate-Enabled High-Performance Microfluidic Multiplexer Design. | Siyuan Liang, Yushen Zhang, Rana Altay, Hudson Gasvoda, Mengchu Li, Ismail Emre Araci, Tsun-Ming Tseng, Ulf Schlichtmann, Tsung-Yi Ho |
| 2024 | DAC | Late Breaking Results: Efficient Built-in Self-Test for Microfluidic Large-Scale Integration (mLSI). | Mengchu Li, Hanchen Gu, Yushen Zhang, Siyuan Liang, Hudson Gasvoda, Rana Altay, Ismail Emre Araci, Tsun-Ming Tseng, Tsung-Yi Ho, Ulf Schlichtmann |
| 2024 | ICCAD | RABER: Reliability-Aware Bayesian-Optimization-based Control Layer Escape Routing for Flow-based Microfluidics. | Siyuan Liang, Rongliang Fu, Mengchu Li, Tsun-Ming Tseng, Ulf Schlichtmann, Tsung-Yi Ho |
| 2024 | ICLR | Less is More: Fewer Interpretable Region via Submodular Subset Selection. | Ruoyu Chen, Hua Zhang, Siyuan Liang, Jingzhi Li, Xiaochun Cao |
| 2024 | ICLR | Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection. | Jiawei Liang, Siyuan Liang, Aishan Liu, Xiaojun Jia, Junhao Kuang, Xiaochun Cao |
| 2024 | ICPR | Towards Robust Object Detection: Identifying and Removing Backdoors via Module Inconsistency Analysis. | Xianda Zhang, Siyuan Liang, Chengyang Li |
| 2024 | VTC | Random Error Elimination Algorithm of Microelectromechanical Gyroscope Array. | Siyuan Liang, Xuguang Li, Guodong Duan |
| 2023 | AAAI | Generating Transferable 3D Adversarial Point Cloud via Random Perturbation Factorization. | Bangyan He, Jian Liu, Yiming Li, Siyuan Liang, Jingzhi Li, Xiaojun Jia, Xiaochun Cao |
| 2023 | AAAI | Improving Robust Fariness via Balance Adversarial Training. | Chunyu Sun, Chenye Xu, Chengyuan Yao, Siyuan Liang, Yichao Wu, Ding Liang, Xianglong Liu, Aishan Liu |
| 2023 | BMVC | Diversifying the High-level Features for better Adversarial Transferability. | Zhiyuan Wang, Zeliang Zhang, Siyuan Liang, Xiaosen Wang |
| 2023 | CVPR | Universal Watermark Vaccine: Universal Adversarial Perturbations for Watermark Protection. | Jianbo Chen, Xinwei Liu, Siyuan Liang, Xiaojun Jia, Yuan Xun |
| 2023 | CVPR | Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization. | Aishan Liu, Shiyu Tang, Siyuan Liang, Ruihao Gong, Boxi Wu, Xianglong Liu, Dacheng Tao |
| 2023 | ICANN | The Progressive Detectors and Discriminative Feature Descriptors Combining Global and Local Information. | Siyuan Liang, Baolu Gao, Bingjie Zhang, Xiaoyang Li, Hao Wang |
| 2023 | ICCAD | ARMM: Adaptive Reliability Quantification Model of Microfluidic Designs and its Graph-Transformer-Based Implementation. | Siyuan Liang, Meng Lian, Mengchu Li, Tsun-Ming Tseng, Ulf Schlichtmann, Tsung-Yi Ho |
| 2023 | VTC | Semantic map construction based on LIDAR and vision fusion. | Siyuan Liang, Wenxi Li, Guodong Duan, Pengbo Chen, Rui Gong |
| 2022 | ECCV | A Large-Scale Multiple-objective Method for Black-box Attack Against Object Detection. | Siyuan Liang, Longkang Li, Yanbo Fan, Xiaojun Jia, Jingzhi Li, Baoyuan Wu, Xiaochun Cao |
| 2022 | ECCV | SimpleDG: Simple Domain Generalization Baseline Without Bells and Whistles. | Zhi Lv, Bo Lin, Siyuan Liang, Lihua Wang, Mochen Yu, Yao Tang, Jiajun Liang |
| 2022 | ICCAD | CoMUX: Combinatorial-Coding-Based High-Performance Microfluidic Control Multiplexer Design. | Siyuan Liang, Mengchu Li, Tsun-Ming Tseng, Ulf Schlichtmann, Tsung-Yi Ho |
| 2021 | GLOBECOM | LMS Channel Estimation Algorithm for IM/DD-OFDM/OQAM-PON Systems in 5G-Enabled Industrial Internet. | Siyuan Liang, Xuefen Wang, Jianbo Du, Feng Zhao, Haotong Cao |
| 2021 | ICCV | Parallel Rectangle Flip Attack: A Query-based Black-box Attack against Object Detection. | Siyuan Liang, Baoyuan Wu, Yanbo Fan, Xingxing Wei, Xiaochun Cao |
| 2020 | ECCV | Efficient Adversarial Attacks for Visual Object Tracking. | Siyuan Liang, Xingxing Wei, Siyuan Yao, Xiaochun Cao |
| 2019 | IJCAI | Transferable Adversarial Attacks for Image and Video Object Detection. | Xingxing Wei, Siyuan Liang, Ning Chen, Xiaochun Cao |
| 2017 | COMPSAC | Alcohol-Induced Differential Variable Genes. | Siyuan Liang, Jianqiang Li, Juan Li, Caiyun Yang, Weiliang Qiu, Ji-Jiang Yang, Zhihua Sun, Rui Mao |