Scholar
fangqi li
Google Scholar ID: v_gRO0cAAAAJ
shanghai jiao tong university
Citations & Impact
Citations
662
H-index
15
i10-index
17
Publications
20
Co-authors
0
Contact
Publications
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
- "Laplace Exponential Family Principal Component Analysis", International Conference on Intelligent Computing (CCF-C), Lecture Notes on Computer Science (LNCS), Springer
- "Bayesian Possibilistic C-Means Clustering Screening for Cervical Cancer", Information Sciences (JCR-Q1)
- "Maximizing Influence on Social Networks with Conjugate Learning Automata", Globecom 2019, SAC::Social Network Track (CCF-C)
- "On the Submodularity of Diffusion Models: Equivalent Conditions and Applications", (pre-print)
- "Large-Scale Malicious Software Classification with Fuzzified Features and Boosted Fuzzy Random Forest", IEEE Trans. on Fuzzy Systems (JCR-Q1, CCF-B)
- "Secure Watermark for Deep Neural Networks with Multi-task Learning.", AAAI 2022@SafeAI
- "Persistant Watermark for Image Classification Neural Networks by Penetrating the Autoencoder.", IEEE ICIP 2021 (CCF-C)
- Towards Practical Protocols of Deep Learning Model Watermark for Federated Learning., ICMEW 2022
- Protecting Deep Cerebrospinal Fluid Cell Imaging Models with Backdoor and Semi-Distillation., IEEE DICTA 2021 (Austr. Core B)
- Regulating Ownership Verification for Deep Neural Networks: Scenarios, Protocols, and Prospects., IJCAI 2021@Toward Intellectual Property Protection on Deep Learning as a Services
- Fostering the Robustness of White-box Deep Neural Network Watermarks by Neuron Alignment., ICASSP 2022 (CCF-B)
- Online Intrusion Detection for IoT Systems with Full Bayesian Possibilistic Clustering and Ensembled Fuzzy Classifiers., IEEE Trans. on Fuzzy Systems (JCR-Q1, CCF-B)
- Ownership Verification Protocols for DNN Intellectual Property Protection., (Book chapter)
- PLMmark: A Secure and Robust Black-box Watermarking Framework for Pre-trained Language Models., AAAI 2023 (CCF-A)
- Linear Functionality Equivalence Attack against Deep Neural Network Watermarks and a Defense Method by Neuron Mapping., IEEE TIFS (JCR-Q1, CCF-A)
- Solving the Capsulation Attack against Backdoor-based Deep Neural Network Watermarks by Reversing Triggers., ICASSP 2023 (CCF-B)
- Revisiting the Information Capacity of Deep Neural Network Watermarks: Upper Bound Estimation and Beyond., AAAI 2024 (CCF-A)
- Data-Free Watermark for Deep Neural Networks by Truncated Adversarial Distillation., ICASSP 2024 (CCF-B)
- Learning automata-accelerated greedy algorithms for stochastic submodular maximization., KBS (JCR-Q1, CCF-B)
- A Novel Self-Supervised Framework Based on Masked Autoencoder for Traffic Classification., IEEE Trans. on Networking (CCF-A)
- Reliable Model Watermarking: Defending Against Theft without Compromising on Evasion., ACM MM 2024 (CCF-A)
- R-Judge: Benchmarking Safety Risk Awareness for LLM Agents., EMNLP Findings 2024
- Influence Maximization on Dynamic Social Networks with Conjugate Learning Automata., IEEE UIC 2024 (CCF-C)
- Rethinking the Fragility and Robustness of Fingerprints of Deep Neural Networks., IEEE ICASSP 2025 (CCF-B)
- Membership Encoding for Black-Box Neural Network Watermarking., IEEE ICASSP 2025 (CCF-B)
- Efficient and Effective Model Extraction., IEEE ICASSP 2025 (CCF-B)
- NSmark: Null Space Based Black-box Watermarking Defense Framework for Language Models., WMARK@ICLR 2025
- R-Judge: Benchmarking Safety Risk Awareness for LLM Agents., EMNLP 2024 Findings
Research Experience
- 2024.6-2024.12 Intern Engineer, Shield Lab, Huawei
Education
- 2022.3-2026.3 Ph.D. candidate, School of Cyber Science and Engineering, Shanghai Jiao Tong University
Background
- Ph.D. candidate at the School of Cyber Science and Engineering, Shanghai Jiao Tong University, with research interests in provable security in machine learning, particularly identity authentication and integrity verification of AI models.
Miscellany
- Reviewer and service roles: APSIPA 2019, ICECCS 2020, TPC member of APSIPA 2020-2022, Area Chair of APSIPA 2023, TPC member of AAAI 2024, TPC member of ACM MM 2024, Reviewer for ICASSP 2025, Reviewer for IJCNN 2025, Reviewer for ICME 2025, Reviewer for IEEE Transactions on Fuzzy Systems.
Co-authors