| 2026 | AAAI | MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models. | Siqi Ma, Jiajie Huang, Fan Zhang, Jinlin Wu, Yue Shen, Guohui Fan, Zhu Zhang, Zelin Zang |
| 2026 | AAAI | MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation. | Jingxuan Yu, Ju Jia, Simeng Qin, Xiaojun Jia, Siqi Ma, Yihao Huang, Yali Yuan, Guang Cheng |
| 2026 | ICDE | cuFHEDB: GPU-Accelerated Fully Homomorphic Encryption Database. | Shijie Gao, Feng Zhang, Qian Xu, Yang Li, XueFeng Liu, Chao Jiang, Limin Xiao, Siqi Ma, Elisa Bertino, Xiaoyong Du |
| 2026 | ICDE | A Unified Framework for Compressed and Encrypted Text Direct Processing. | Yani Liu, Feng Zhang, Yu Zhang, Siqi Ma, Elisa Bertino, Xiaoyong Du |
| 2026 | SP | PufferDoS: Efficient and Effective Attack String Generation for Regular Expression Denial of Service Vulnerabilities. | Shangzhi Xu, Ziqi Ding, Xiao Cheng, Yuekang Li, Nan Sun, Benjamin Turnbull, Shuangxiang Kan, Siqi Ma |
| 2025 | DSN | What Lies Beneath: An Empirical Study of Silent Vulnerability Fixes in Open-Source Software. | Jialiang Dong, Xinzhang Chen, Willy Susilo, Nan Sun, Arash Shaghaghi, Siqi Ma |
| 2025 | ICLR | Visual Agents as Fast and Slow Thinkers. | Guangyan Sun, Mingyu Jin, Zhenting Wang, Cheng-Long Wang, Siqi Ma, Qifan Wang, Tong Geng, Ying Nian Wu, Yongfeng Zhang, Dongfang Liu |
| 2025 | MICCAI | CLIMD: A Curriculum Learning Framework for Imbalanced Multimodal Diagnosis. | Kai Han, Chongwen Lyu, Lele Ma, Chengxuan Qian, Siqi Ma, Zheng Pang, Jun Chen, Zhe Liu |
| 2025 | NDSS | Enhancing Security in Third-Party Library Reuse - Comprehensive Detection of 1-day Vulnerability through Code Patch Analysis. | Shangzhi Xu, Jialiang Dong, Weiting Cai, Juanru Li, Arash Shaghaghi, Nan Sun, Siqi Ma |
| 2025 | TrustCom | Securing AI Code Generation - A Prompt Rectification Approach for Mitigating Cyber Risks. | Jialiang Dong, Zihan Ni, Nan Sun, Sanjay K. Jha, Yiwei Zhang, Elisa Bertino, Surya Nepal, Siqi Ma |
| 2024 | CVPR | Random Entangled Tokens for Adversarially Robust Vision Transformer. | Huihui Gong, Minjing Dong, Siqi Ma, Seyit Camtepe, Surya Nepal, Chang Xu |
| 2023 | AsiaCCS | RaceBench: A Triggerable and Observable Concurrency Bug Benchmark. | Jiashuo Liang, Ming Yuan, Zhanzhao Ding, Siqi Ma, Xinhui Han, Chao Zhang |
| 2023 | CVPR | Private Image Generation with Dual-Purpose Auxiliary Classifier. | Chen Chen, Daochang Liu, Siqi Ma, Surya Nepal, Chang Xu |
| 2023 | CVPR | TransFlow: Transformer as Flow Learner. | Yawen Lu, Qifan Wang, Siqi Ma, Tong Geng, Yingjie Victor Chen, Huaijin G. Chen, Dongfang Liu |
| 2023 | ICONIP | A Domain Knowledge-Based Semi-supervised Pancreas Segmentation Approach. | Siqi Ma, Zhe Liu, Yuqing Song, Yi Liu, Kai Han, Yang Jiang |
| 2022 | CVPR | DeepFake Disrupter: The Detector of DeepFake Is My Friend. | Xueyu Wang, Jiajun Huang, Siqi Ma, Surya Nepal, Chang Xu |
| 2022 | DSN | KingFisher: Unveiling Insecurely Used Credentials in IoT-to-Mobile Communications. | Yiwei Zhang, Siqi Ma, Juanru Li, Dawu Gu, Elisa Bertino |
| 2022 | ICSE | Control Parameters Considered Harmful: Detecting Range Specification Bugs in Drone Configuration Modules via Learning-Guided Search. | Ruidong Han, Chao Yang, Siqi Ma, Jianfeng Ma, Cong Sun, Juanru Li, Elisa Bertino |
| 2022 | ISSTA | PrIntFuzz: fuzzing Linux drivers via automated virtual device simulation. | Zheyu Ma, Bodong Zhao, Letu Ren, Zheming Li, Siqi Ma, Xiapu Luo, Chao Zhang |
| 2022 | NSS | Vulnerability Detection Using Deep Learning Based Function Classification. | Huihui Gong, Siqi Ma, Seyit Camtepe, Surya Nepal, Chang Xu |
| 2022 | SP | Annotating, Tracking, and Protecting Cryptographic Secrets with CryptoMPK. | Xuancheng Jin, Xuangan Xiao, Songlin Jia, Wang Gao, Dawu Gu, Hang Zhang, Siqi Ma, Zhiyun Qian, Juanru Li |
| 2022 | SP | Goshawk: Hunting Memory Corruptions via Structure-Aware and Object-Centric Memory Operation Synopsis. | Yunlong Lyu, Yi Fang, Yiwei Zhang, Qibin Sun, Siqi Ma, Elisa Bertino, Kangjie Lu, Juanru Li |
| 2021 | ACSAC | ReCFA: Resilient Control-Flow Attestation. | Yumei Zhang, Xinzhi Liu, Cong Sun, Dongrui Zeng, Gang Tan, Xiao Kan, Siqi Ma |
| 2021 | ICSE | Fine with "1234"? An Analysis of SMS One-Time Password Randomness in Android Apps. | Siqi Ma, Juanru Li, Hyoungshick Kim, Elisa Bertino, Surya Nepal, Diethelm Ostry, Cong Sun |
| 2021 | KDD | PLP 2021: Workshop on Programming Language Processing. | Chang Xu, Siqi Ma, David Lo |
| 2021 | QRS | Sdft: A PDG-based Summarization for Efficient Dynamic Data Flow Tracking. | Xiao Kan, Cong Sun, Shen Liu, Yongzhe Huang, Gang Tan, Siqi Ma, Yumei Zhang |
| 2020 | ACSAC | Certified Copy? Understanding Security Risks of Wi-Fi Hotspot based Android Data Clone Services. | Siqi Ma, Hehao Li, Wenbo Yang, Juanru Li, Surya Nepal, Elisa Bertino |
| 2020 | ICDCS | Boosting Privately: Federated Extreme Gradient Boosting for Mobile Crowdsensing. | Yang Liu, Zhuo Ma, Ximeng Liu, Siqi Ma, Surya Nepal, Robert H. Deng, Kui Ren |
| 2020 | IWCMC | A Pre-restructured Learning-ISTA Deep Network for Millimeter Wave Antenna Array Diagnosis. | Wei Wang, Yongfeng Ma, Siqi Ma, Jianguo Li, Xiangming Li |
| 2020 | IWQoS | PE-HEALTH: Enabling Fully Encrypted CNN for Health Monitor with Optimized Communication. | Yang Liu, Yilong Yang, Zhuo Ma, Ximeng Liu, Zhuzhu Wang, Siqi Ma |
| 2020 | SEC | IMShell-Dec: Pay More Attention to External Links in PowerShell. | Ruidong Han, Chao Yang, Jianfeng Ma, Siqi Ma, Yunbo Wang, Feng Li |
| 2019 | ACSAC | An empirical study of SMS one-time password authentication in Android apps. | Siqi Ma, Runhan Feng, Juanru Li, Yang Liu, Surya Nepal, Diethelm Ostry, Elisa Bertino, Robert H. Deng, Zhuo Ma, Sanjay Jha |
| 2019 | ESORICS | Finding Flaws from Password Authentication Code in Android Apps. | Siqi Ma, Elisa Bertino, Surya Nepal, Juanru Li, Diethelm Ostry, Robert H. Deng, Sanjay Jha |
| 2019 | GLOBECOM | AClog: Attack Chain Construction Based on Log Correlation. | Teng Li, Jianfeng Ma, Qingqi Pei, Yulong Shen, Chi Lin, Siqi Ma, Mohammad S. Obaidat |
| 2019 | ICICS | Accelerating SM2 Digital Signature Algorithm Using Modern Processor Features. | Long Mai, Yuan Yan, Songlin Jia, Shuran Wang, Jianqiang Wang, Juanru Li, Siqi Ma, Dawu Gu |
| 2019 | RAID | NLP-EYE: Detecting Memory Corruptions via Semantic-Aware Memory Operation Function Identification. | Jianqiang Wang, Siqi Ma, Yuanyuan Zhang, Juanru Li, Zheyu Ma, Long Mai, Tiancheng Chen, Dawu Gu |
| 2019 | UIC | An Event-Based User Experience Evaluation Method for Virtual Reality Applications. | Xiaoping Che, Siqi Ma, Qi Yu, Chenfeng Yue |
| 2017 | ESORICS | VuRLE: Automatic Vulnerability Detection and Repair by Learning from Examples. | Siqi Ma, Ferdian Thung, David Lo, Cong Sun, Robert H. Deng |
| 2016 | CCS | CDRep: Automatic Repair of Cryptographic Misuses in Android Applications. | Siqi Ma, David Lo, Teng Li, Robert H. Deng |
| 2015 | COMPSAC | Active Semi-supervised Approach for Checking App Behavior against Its Description. | Siqi Ma, Shaowei Wang, David Lo, Robert Huijie Deng, Cong Sun |