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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Hanlin Zhang

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Conference Jul 2026

VOLE-CPSI Meets Paillier Aggregation: Practical Private Intersection Cardinality with Linear-Scale Performance

Private set intersection (PSI) and its circuit variant (Circuit-PSI, CPSI) are core tools for privacy-preserving analytics. Unlike plain PSI that directly reveals intersecting elements, CPSI outputs secret shares of intersection indicators (and associated-value shares), which can be reused in subsequent MPC tasks witho...

Hai Zhang, Yi-Yun Guo, Li-Yan Shang et al. · 0 citations
2026

MsaaDI: A Heterogeneity-Resilient Federated Learning Framework for IoT Device Identification With Multi-Scale Adaptive Aggregation

Accurate IoT device identification is critical to network forensics, access control, and anomaly detection in large-scale, security-sensitive environments. Federated learning (FL) provides a decentralized and privacy-enhancing approach well suited to IoT, but FL-based identification remains hampered by cross-client dat...

Tong Sun, Qian Lu, Hanlin Zhang et al. · 0 citations
Open access Jul 2026

Efficient Verifiable Computation for Support Vector Machine Training over Secret-Shared Data

A lightweight, privacy-preserving, and verifiable SVM training scheme designed for resource-constrained clients, which maintains stable classification performance while achieving an order-of-magnitude decrease in training runtime compared with existing ciphertext-based methods.

Shimao Yu, Liang Su, Hanlin Zhang · 0 citations

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