ESCM: A Toolkit for Efficient and Secure Outsourced Computation With Multiple Keys
inforesearchPeer-Reviewed
researchsecurity
Source: IEEE Xplore (Security & AI Journals)April 17, 2026
Summary
ESCM is a toolkit that uses homomorphic encryption (a technique that lets computers process encrypted data without decrypting it first) to let cloud servers perform calculations on data from multiple users who each have their own encryption key. The toolkit addresses security risks by using a distributed two trapdoor cryptosystem with threshold decryption (a system where multiple servers must cooperate to decrypt data, so no single server can access the information alone), which protects against server collusion and outages.
Classification
Attack SophisticationAdvanced
Impact (CIA+S)
confidentialityintegrity
AI Component TargetedTraining Data
Monthly digest — independent AI security research
Original source: http://ieeexplore.ieee.org/document/11483141
First tracked: May 8, 2026 at 08:01 PM
Classified by LLM (prompt v3) · confidence: 75%