Cover Image

XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Basaran, Osman Tugay, Dressler, Falko
Format:	Preprint
Published:	2025
Subjects:	Information Theory
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

XAI-on-RAN: Explainable, AI-native, and GPU-Accelerated RAN Towards 6G
by: Basaran, Osman Tugay, et al.
Published: (2025)

BRAIN: Bayesian Reasoning via Active Inference for Agentic and Embodied Intelligence in Mobile Networks
by: Basaran, Osman Tugay, et al.
Published: (2026)

IBB Traffic Graph Data: Benchmarking and Road Traffic Prediction Model
by: Olug, Eren, et al.
Published: (2024)

Innovation-Based Remote State Estimation Secrecy with no Acknowledgments
by: Kennedy, Justin M., et al.
Published: (2022)

Static Deep Q-learning for Green Downlink C-RAN
by: Chang, Yuchao, et al.
Published: (2024)

Design of a Turbo-based Deep Semantic Autoencoder for Marine Internet of Things
by: Han, Xiaoling, et al.
Published: (2025)

Deep Autoencoder-Based Constellation Design in Multiple Access Channels
by: Gorelenkov, Stepan, et al.
Published: (2025)

Anomaly Detection for Sensing Security
by: Roth, Stefan, et al.
Published: (2025)

Federated Machine Reasoning for Resource Provisioning in 6G O-RAN
by: Roy, Swastika, et al.
Published: (2024)

Data Augmentation in Graph Neural Networks: The Role of Generated Synthetic Graphs
by: Bas, Sumeyye, et al.
Published: (2024)

O-RIS-ing: Evaluating RIS-Assisted NextG Open RAN
by: Tsampazi, Maria, et al.
Published: (2025)

Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders
by: Kuznetsov, Kristian, et al.
Published: (2025)

User-Centric Clustering for uRLLC in Cell-Free RAN via Extreme Value Theory
by: Zhang, Yu, et al.
Published: (2026)

Explainable Deep Learning for Secrecy Energy-Efficiency Maximization in Ambient Backscatter Multi-User NOMA Systems
by: Alam, Miled, et al.
Published: (2025)

Cell-Free Massive MIMO in O-RAN: Energy-Aware Joint Orchestration of Cloud, Fronthaul, and Radio Resources
by: Demir, Özlem Tuğfe, et al.
Published: (2023)

O-RAN for Energy-Efficient Serving Cluster Formulation in User-Centric Cell-Free MMIMO
by: Hoffmann, Marcin, et al.
Published: (2024)

Efficient IoT Devices Localization Through Wi-Fi CSI Feature Fusion and Anomaly Detection
by: Li, Yan, et al.
Published: (2024)

AI/ML Life Cycle Management for Interoperable AI Native RAN
by: Huang, Chu-Hsiang, et al.
Published: (2025)

Anomaly Detection based on Compressed Data: an Information Theoretic Characterization
by: Marchioni, Alex, et al.
Published: (2021)

Deep Reinforcement Learning Enhanced Rate-Splitting Multiple Access for Interference Mitigation
by: Irkicatal, Osman Nuri, et al.
Published: (2024)

Information Contraction under $(\varepsilon,δ)$-Differentially Private Mechanisms
by: Nuradha, Theshani, et al.
Published: (2026)

Anomaly Detection-Based UE-Centric Inter-Cell Interference Suppression
by: Park, Kwonyeol, et al.
Published: (2025)

Industrial Viewpoints on RAN Technologies for 6G
by: Shafi, Mansoor, et al.
Published: (2025)

Semantic-Preserving Image Coding based on Conditional Diffusion Models
by: Pezone, Francesco, et al.
Published: (2023)

Context-Aware Online Conformal Anomaly Detection with Prediction-Powered Data Acquisition
by: Farzaneh, Amirmohammad, et al.
Published: (2025)

Contraction of Rényi Divergences for Discrete Channels: Properties and Applications
by: Vandenbroucque, Adrien, et al.
Published: (2026)

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN
by: Cammerer, Sebastian, et al.
Published: (2025)

Adversarial Jamming for Autoencoder Distribution Matching
by: El-Geresy, Waleed, et al.
Published: (2025)

VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection
by: Chin, Sinchee, et al.
Published: (2025)

Wireless Broadcast Gossip for Decentralized Drone Swarms: Success Probability, Contraction, and Optimal Aloha
by: Khalesi, Ali
Published: (2026)

Smooth Actual EIRP Control for EMF Compliance with Minimum Traffic Guarantees
by: Maggi, Lorenzo, et al.
Published: (2024)

EARL: Energy-Aware Adaptive Antenna Control with Reinforcement Learning in O-RAN Cell-Free Massive MIMO Networks
by: Ge, Zilin, et al.
Published: (2026)

GAN-based Generator of Adversarial Attack on Intelligent End-to-End Autoencoder-based Communication System
by: Chen, Jianyuan, et al.
Published: (2025)

Coded Computing Meets Quantum Circuit Simulation: Coded Parallel Tensor Network Contraction Algorithm
by: Lee, Jin, et al.
Published: (2024)

Contraction of Locally Differentially Private Mechanisms
by: Asoodeh, Shahab, et al.
Published: (2022)

Adversarial Attacks Against Double RIS-Assisted MIMO Systems-based Autoencoder in Finite-Scattering Environments
by: Son, Bui Duc, et al.
Published: (2024)

$α$-leakage Interpretation of Rényi Capacity
by: Ding, Ni, et al.
Published: (2025)

Towards Effective and Interpretable Semantic Communications
by: Wu, Youlong, et al.
Published: (2024)

Collaborative Edge AI Inference over Cloud-RAN
by: Zhang, Pengfei, et al.
Published: (2024)

A Unified Approach to Quantum Contraction and Correlation Coefficients
by: George, Ian, et al.
Published: (2025)