Education
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Ph D, Computer Science
— Georgia Institute of Technology (2006) Geometric methods for mining large scale and possibly private data
- MS, Computer Science — Zhejiang University (1999)
- BS, Computer Science — Tongji University (1996)
Publications
- RecPS: Privacy Scoring for Participating in Recommender System Modeling 2025
- Calibrating Practical Privacy Risks for Differentially Private Machine Learning 2024
- Demo: FT-PrivacyScore: Personalized Privacy Scoring Service for Machine Learning Participation 2024
- Designing a use-error robust machine learning model for quantitative analysis of diffuse reflectance spectra 2024
- TEE-Graph: efficient privacy and ownership protection for cloud-based graph spectral analysis 2023
- Demo: Image Disguising for Scalable GPU-accelerated Confidential Deep Learning 2023
- GAN-Based Domain Inference Attack 2023
- Confidential Boosting with Random Linear Classifiers for Outsourced User-generated Data 2019
- Membership Inference Attacks on In-Context Learning Recommendation
- Privacy Déjà Vu: Re-emergence of Sensitive Samples in Continual Fine-tuning
- Adaptive Domain Inference Attack with Concept Hierarchy
Grants and Contracts
- SaTC 2.0: RES: Gauging Privacy Risk of Participating in AI Modeling 2026
- PDaSP: Track 2: Confidential Computing for Voluntary Health Data Contributors 2025
- Empirical Differential Privacy: Beyond Auditing Differentially Private Deep Learning 2024
- Multi-modal Ranking Models for T Cell Receptor-Epitope Binding Prediction 2024
- CyberCorps Scholarship for Service: Expanding the Cybersecurity Workforce and Curriculum Assessment Methods in the State of Wisconsin (CyberWIN)", 2023
- Confidential Computing in Collaborative Reproducible Workflows 2023
- Mining and Visualizing Large-Scale Social Media Data for Event Detection and Monitoring 2014
- Large-Scale Sequence Analysis and Visualization Software Tools for Single-Cell Immunology Research 2014
- CUTE: Instructional Laboratories for Cloud Computing Education 2013
- Efficient and Scalable Information Fusion for Space Data 2013
- Software and Hardware Infrastructure for Energy-Efficient Large-Scale Complex Language Modeling 2013
- Optimal Resource Provisioning for Data-Intensive Computing in Public Clouds 2011
- Cloud-Based Interactive Visual Cluster Exploration for Ultra-Large Datasets 2009
- Multimodal Models for Ranking T Cell Receptor-Antigen Recognition
Courses Taught
- Spec Topics In Comp Science: Trustworthy AI
- Doctoral Dissertation Research
- Special topics in Cloud Computing
- Data Structures