| 2025 | IJCNN | Quality and Robustness of Generative Watermarking on Biomedical Data. | Liyue Fan, Luca Bonomi |
| 2023 | CIKM | Enabling Health Data Sharing with Fine-Grained Privacy. | Luca Bonomi, Sepand Gousheh, Liyue Fan |
| 2023 | IJCNN | Private Data Synthesis from Decentralized Non-IID Data. | Muhammad Usama Saleem, Liyue Fan |
| 2022 | AMIA | Training Deep Learning Models Privately in Survival Studies. | Liyue Fan, Luca Bonomi |
| 2022 | EDBT | DP-Shield: Face Obfuscation with Differential Privacy. | Muhammad Usama Saleem, Dominick Reilly, Liyue Fan |
| 2022 | IJCNN | Privacy Enhancement for Cloud-Based Few-Shot Learning. | Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee |
| 2021 | AMIA | Collecting and Sharing ECG Data with Privacy Protection. | Liyue Fan, Zeyun Wu, Luca Bonomi |
| 2021 | DASFAA | Clustering Mixed-Type Data with Correlation-Preserving Embedding. | Luan V. Tran, Liyue Fan, Cyrus Shahabi |
| 2021 | DBSEC | DPNeT: Differentially Private Network Traffic Synthesis with Generative Adversarial Networks. | Liyue Fan, Akarsh Pokkunuru |
| 2021 | ICDM | Differentially Private String Sanitization for Frequency-Based Mining Tasks. | Huiping Chen, Changyu Dong, Liyue Fan, Grigorios Loukides, Solon P. Pissis, Leen Stougie |
| 2020 | SIGMOD | Geopriv4j: an open source repository for practical location privacy. | Liyue Fan, Sriram Yechan Gunja |
| 2019 | SSDBM | Outlier Detection in Non-stationary Data Streams. | Luan V. Tran, Liyue Fan, Cyrus Shahabi |
| 2018 | AMIA | Differentially Private Sanitization of ECG Time Series. | Liyue Fan, Luca Bonomi |
| 2018 | BigData | Time Series Sanitization with Metric-Based Privacy. | Liyue Fan, Luca Bonomi |
| 2018 | DBSEC | Image Pixelization with Differential Privacy. | Liyue Fan |
| 2018 | PAKDD | Traffic Accident Detection with Spatiotemporal Impact Measurement. | Mingxuan Yue, Liyue Fan, Cyrus Shahabi |
| 2016 | CIKM | Inferring Traffic Incident Start Time with Loop Sensor Data. | Mingxuan Yue, Liyue Fan, Cyrus Shahabi |
| 2016 | PERCOM | Real-time task assignment in hyperlocal spatial crowdsourcing under budget constraints. | Hien To, Liyue Fan, Luan V. Tran, Cyrus Shahabi |
| 2016 | WSDM | An Information-Theoretic Approach to Individual Sequential Data Sanitization. | Luca Bonomi, Liyue Fan, Hongxia Jin |
| 2015 | ICDM | Activity Recognition Using Wrist-Worn Sensors for Human Performance Evaluation. | Minh Nguyen, Liyue Fan, Cyrus Shahabi |
| 2015 | WWW | A Practical Framework for Privacy-Preserving Data Analytics. | Liyue Fan, Hongxia Jin |
| 2014 | WWW | Monitoring web browsing behavior with differential privacy. | Liyue Fan, Luca Bonomi, Li Xiong, Vaidy S. Sunderam |
| 2013 | DBSEC | Differentially Private Multi-dimensional Time Series Release for Traffic Monitoring. | Liyue Fan, Li Xiong, Vaidy S. Sunderam |
| 2013 | ICCS | Predict: Privacy and Security Enhancing Dynamic Information Collection and Monitoring. | Li Xiong, Vaidy S. Sunderam, Liyue Fan, Slawomir Goryczka, Layla Pournajaf |
| 2013 | ICDM | Differentially Private Anomaly Detection with a Case Study on Epidemic Outbreak Detection. | Liyue Fan, Li Xiong |
| 2013 | SIGMOD | FAST: differentially private real-time aggregate monitor with filtering and adaptive sampling. | Liyue Fan, Li Xiong, Vaidy S. Sunderam |
| 2012 | CIKM | Real-time aggregate monitoring with differential privacy. | Liyue Fan, Li Xiong |