openalexJournal of Intelligent Decision Making and Information Science2026-07-23
Secure Embedding Stabilization in Federated Learning
Secure Embedding Stabilization (SES) deals with embedding drift and instability in federated learning in non-IID and adversarial scenarios. This paper develops embedding variance minimization as a stability-constrained optimization problem and regularized secure alignment framewo…