agentic networks 1fault tolerance 1reliability assurance 1runtime verification 1service reliability 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.NI2026
Assurance-Scoped Reliability for Agentic Networks: Capturing the State That Matters
Bilgehan Erman, Andrea Francini, Nikos Papadis
The paper introduces Reliability Assurance Intelligence (RAI), an architecture that creates per‑service reliability profiles to monitor, record, and recover from subtle failures in…
cs.LG2026
CLoVE: Personalized Federated Learning through Clustering of Loss Vector Embeddings
Randeep Bhatia, Nikos Papadis, Murali Kodialam +2
We propose CLoVE (Clustering of Loss Vector Embeddings), a novel algorithm for Clustered Federated Learning (CFL). In CFL, clients are naturally grouped into clusters based on thei…
cs.LG2026
CLAD: A Clustered Label-Agnostic Federated Learning Framework for Joint Anomaly Detection and Attack Classification
Iason Ofeidis, Nikos Papadis, Randeep Bhatia +2
The rapid expansion of the Internet of Things (IoT) and Industrial IoT (IIoT) has created a massive, heterogeneous attack surface that challenges traditional network security mecha…