Author

Tolunay Seyfi

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Review Sep 2026

AI-Native Open RAN: A Roadmap from xApps and rApps to Autonomous Network Agents

A comprehensive review of AI-enabled O-RAN systems and a taxonomy of AI approaches for O-RAN, covering machine learning, deep reinforcement learning (DRL), digital-twin-assisted optimization, and emerging foundation-model-based architectures are presented.

Ryan Barker, Alireza Ebrahimi Dorcheh, Tolunay Seyfi et al. · 0 citations

#machine learning Preprint Sep 2026

An Adversarial Zero-Shot Learning Approach for Anomaly Detection in Multivariate IoT Traffic Data

This paper proposes a novel framework for multivariate time-series anomaly detection that leverages adversarial learning and contrastive loss within a sequence-based Variational Autoencoder (VAE) architecture, and introduces encoder and decoder adaptor layers that align feature distributions across domains while preser...

Mahshid Rezakhani, Tolunay Seyfi, Fatemeh Afghah · 0 citations