https://cognaptus.com/tags/robust-optimization/ Recent content in Robust Optimization on Cognaptus Hugo -- 0.145.0 en-us Mon, 09 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-09-when-privacy-meets-chaos-making-federated-learning-behave/ Mon, 09 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-09-when-privacy-meets-chaos-making-federated-learning-behave/ A careful reading of FedCompDP shows why privacy, client heterogeneity, and aggregation stability must be designed together—not bolted together after the model starts shaking.