cs.NI · 2026-06-10 · No. 19

Networking and Internet Architecture, 2026-06-10.

2 new papers in cs.NI. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

2 entries
  1. 01

    Generative Explainability for Next-Generation Networks: LLM-Augmented XAI with Mutual Feature Interactions

    Kiarash Rezaei, Omran Ayoub, Sebastian Troia, Francesco Lelli, Paolo Monti, Carlos Natalino

    cs.NI · cs.AI · cs.LG

    As artificial intelligence and machine learning (AI/ML) models become integral to network operations, their lack of transparency poses a significant barrier to operator trust. Existing explainable artificial intelligence (XAI) techniques often fail to bridge this gap for non-specialists, producing technical outputs that are difficult to translate into actionable insights. This paper presents a framework specifically designed to address this...

    arxiv.org/abs/2606.10942 · PDF

  2. 02

    A Unified Siamese Learning Framework for Zero-Day Anomaly Detection and Classification in Optical Networks

    Carlos Natalino, Flávia P. Monteiro, Paolo Monti

    cs.NI · cs.AI

    A multi-similarity Siamese neural network unifies zero-day anomaly detection and one-shot classification in optical networks, achieving over 99% accuracy and instant adaptability across lightpaths and unseen anomaly types without any retraining.

    arxiv.org/abs/2606.10827 · PDF

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