2 papers
cs.LG2026
Certified Uncertainty Propagation in One-Shot Federated Bayesian Models via Posterior Event Transport
Mahyar Mohammadi, Mohammad Hossein Badiei, Abolfazl Yaghmaei +1
Probabilistic certification of Bayesian neural networks lower-bounds the posterior probability that a model satisfies a verifier-defined safety property. In one-shot federated Baye…
cs.LG2025
OptiGradTrust: Byzantine-Robust Federated Learning with Multi-Feature Gradient Analysis and Reinforcement Learning-Based Trust Weighting
Mohammad Karami, Fatemeh Ghassemi, Hamed Kebriaei +1
Federated Learning (FL) enables collaborative model training across distributed medical institutions while preserving patient privacy, but remains vulnerable to Byzantine attacks a…