Open access
Jul 2026
A Differentially Private Collaborative Intelligence Structure for Trust Aware Secure Data Exchange in Distributed Computing Platforms
The proposed framework combines adaptive differential privacy optimization and the trust-aware collaboration management to enable secure and reliable information sharing and achieves better privacy protection, less communication overhead and better collaborative intelligence performance than traditional privacy-aware exchange mechanisms.
Min-Lie Huang
· Elaris Computing Nexus · 0 citations