Doppio: Communication-Efficient and Secure Multi-Party Shuffle Differential Privacy

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• Active

  GRF: Enabling Distributed Differential Privacy via Multi-Party Shuffling: System Modeling and Security Hardening

  WANG, C. (Principal Investigator / Project Coordinator)

  1/01/26 → …

  Project: Research

  • Differential Privacy 100%
  • Learning System 33%
  • Machine Learning 33%
  • Privacy Preserving 23%
  • Data Analytics 17%

• ITF: Towards Security Assessment and Privacy Enhancement of Artificial Intelligence Algorithms in Finance

  WANG, C. (Principal Investigator / Project Coordinator) & ZHAO, Q. (Co-Investigator)

  1/09/24 → …

  Project: Research

  • Learning System 100%
  • Access Pattern 76%
  • Machine Learning 71%
  • Blockchain 66%
  • Cryptography 64%

• CRF-ExtU-Lead: Toward Efficient and Private Serverless Machine Learning Inference on GPU Clouds

  WANG, W. (Main Project Coordinator [External]) & WANG, C. (Principal Investigator / Project Coordinator)

  1/06/24 → …

  Project: Research

  • Large Language Model 100%
  • Learning System 62%
  • Machine Learning 62%
  • Cryptography 56%
  • Access Pattern 54%

• CRF-Sub-pj: Enabling Metadata-private and Accountable Networks at Scale

  JIA, X. (Principal Investigator / Project Coordinator)

  1/06/23 → …

  Project: Research

  • Differential Privacy 100%
  • Large Language Model 88%
  • Metadata 88%
  • Learning System 66%
  • Machine Learning 66%

• CRF-Sub-pj: Enabling Metadata-private and Accountable Networks at Scale

  ZHAO, Q. (Principal Investigator / Project Coordinator)

  1/06/23 → …

  Project: Research

  • Federated machine learning 100%
  • Large Language Model 100%
  • Metadata 100%
  • Learning System 75%
  • Machine Learning 75%

• CRF: Enabling Metadata-private and Accountable Networks at Scale

  WANG, C. (Principal Investigator / Project Coordinator), AU, M. H. A. (Co-Principal Investigator), JIA, X. (Co-Principal Investigator), Li, B. (Co-Principal Investigator), Li, B. (Co-Principal Investigator) & ZHAO, Q. (Co-Principal Investigator)

  1/06/23 → …

  Project: Research

  • Federated machine learning 100%
  • Learning System 96%
  • Metadata 84%
  • Cryptography 78%
  • Machine Learning 76%

• GRF: Towards Bridging the Last-mile Gap of Multi-party Collaborative Statistics

  WANG, C. (Principal Investigator / Project Coordinator)

  1/01/23 → …

  Project: Research

  • Federated machine learning 100%
  • Cryptography 89%
  • Differential Privacy 77%
  • Experimental Result 75%
  • Secret Sharing 75%

• RIF-Sub-pj: Secure and Incentivized Data Sharing with Enhanced Ownership for Decentralized Networks

  WANG, C. (Principal Investigator / Project Coordinator) & JIA, X. (Co-Principal Investigator)

  30/06/22 → …

  Project: Research

  • Learning System 100%
  • Machine Learning 100%
  • Large Language Model 92%
  • Blockchain 71%
  • Differential Privacy 69%

• RIF-Sub-pj: Secure and Incentivized Data Sharing with Enhanced Ownership for Decentralized Networks

  WANG, J. (Principal Investigator / Project Coordinator) & JIA, X. (Co-Principal Investigator)

  30/06/22 → …

  Project: Research

  • Learning System 100%
  • Metadata 91%
  • Large Language Model 85%
  • Machine Learning 71%
  • Adversarial Machine Learning 66%

• RIF: Secure and Incentivized Data Sharing with Enhanced Ownership for Decentralized Networks

  JIA, X. (Principal Investigator / Project Coordinator), Li, B. (Co-Principal Investigator), PANG, Z. (Co-Principal Investigator), WANG, C. (Co-Principal Investigator), WANG, J. (Co-Principal Investigator) & Yiu, S. M. (Co-Principal Investigator)

  30/06/22 → …

  Project: Research

  • Federated machine learning 100%
  • Blockchain 94%
  • deduplication 71%
  • Privacy Preserving 68%
  • Differential Privacy 67%

• RFS: Building Privacy-assured and Scalable Encrypted Databases with Secure Enclave

  WANG, C. (Principal Investigator / Project Coordinator)

  1/01/22 → …

  Project: Research

  • Federated machine learning 100%
  • Blockchain 97%
  • Privacy Preserving 74%
  • Metadata 74%
  • Differential Privacy 65%

• RIF-ExtU-Lead: Enabling Secure and Efficient Cross-Silo Federated Learning at Scale

  Li, B. (Main Project Coordinator [External]) & WANG, C. (Principal Investigator / Project Coordinator)

  1/02/21 → …

  Project: Research

  • Blockchain 100%
  • Learning System 84%
  • Federated machine learning 76%
  • Privacy Preserving 68%
  • Deep Learning Method 62%

• Finished

  CRF-ExtU-Lead: User-controlled Secure Data Sharing and Analytics with Blockchain and Trusted Computing Technologies

  Xu, J. (Main Project Coordinator [External]) & WANG, C. (Principal Investigator / Project Coordinator)

  1/05/22 → 30/04/26

  Project: Research

  • Federated machine learning 100%
  • Blockchain 88%
  • Learning System 79%
  • Large Language Model 65%
  • Cryptography 65%

• GRF: Towards Secure, Dynamic, and Practical Auditing for Decentralized Storage Network

  WANG, C. (Principal Investigator / Project Coordinator)

  1/01/22 → 18/11/25

  Project: Research

  • Blockchain 100%
  • Federated machine learning 47%
  • Fuzzing 35%
  • Secret Sharing 35%
  • Privacy Preserving 32%

• NSFC: Towards Secure and Privacy-enhanced Machine Learning as a Service

  WANG, C. (Principal Investigator / Project Coordinator) & Shen, C. (Co-Investigator)

  1/01/22 → 31/12/25

  Project: Research

  • Learning System 100%
  • Federated machine learning 84%
  • Machine Learning 69%
  • Differential Privacy 68%
  • Privacy Preserving 63%

• GRF: Towards Full Accounting for Leakage Exploitation and Mitigation in Encrypted Databases

  WANG, C. (Principal Investigator / Project Coordinator)

  1/01/21 → 31/12/24

  Project: Research

  • Privacy Preserving 100%
  • Blockchain 93%
  • Differential Privacy 48%
  • Encrypted Data 43%
  • Encrypted Database 38%