My publications trace a research line on AI for system reliability: predicting failures, explaining incidents, and classifying risky operational behavior in large-scale systems.
A Survey of AIOps Methods for Failure Management
ACM TIST · 2021 · first author
A structured map of AIOps research across monitoring, prediction, diagnosis, and recovery.
Read the paperLogRule: Efficient Structured Log Mining for Root Cause Analysis
IEEE TNSM · 2023 · first author
An interpretable structured-log RCA method with strong diagnosis performance and substantially faster runtime.
Read the paperAI-based Proactive Failure Management in Large-scale Cloud Environments
PhD thesis · 2024Paolo Notaro
AIOps methods for proactive failure management across infrastructure, platform, and software layers.
Read thesisCommand-line Risk Classification using Transformer-based Neural Architectures
arXiv · 2024Paolo Notaro, Soroush Haeri, Jorge Cardoso, Michael Gerndt
LLM-based classification of risky CLI commands for operational security workflows.
Read preprintAn Optical Transceiver Reliability Study based on SFP Monitoring and OS-level Metric Data
CCGRID · 2023Paolo Notaro, Soroush Haeri, Qiao Yu, Jorge Cardoso, Michael Gerndt · Best Paper nominee
Failure-rate analysis and predictive signals for optical transceiver reliability in cloud datacenters.
Read paperHiMFP: Hierarchical Intelligent Memory Failure Prediction for Cloud Service Reliability
DSN · 2023Qiao Yu, Wengui Zhang, Soroush Haeri, Paolo Notaro, Jorge Cardoso, Odej Kao
Memory failure prediction using spatial and temporal correctable-error information.
Read paperA Systematic Mapping Study in AIOps
ICSOC Workshop · 2020Paolo Notaro, Jorge Cardoso, Michael Gerndt
An early taxonomy and mapping of AIOps contributions, with failure-related tasks as the dominant theme.
Read paperRadar Emitter Classification with Attribute-specific Recurrent Neural Networks
arXiv · 2019Paolo Notaro, Magdalini Paschali, Carsten Hopke, David Wittmann, Nassir Navab
Sequence modeling for radar pulse streams using attribute-specific recurrent processing.
Read preprint