الباحثون

Flora D. Salim

المنشورات 2

نسخة أولية وصول مفتوح

TimeNet: An Extensible Unified Data Infrastructure for Next-Generation Temporal Foundation Models

Martin Maritsch, Timo Stoffregen, Thomas Kaar وآخرون · 2026

Temporal Foundation Models (TFMs) aim to generalize across domains, datasets, and tasks. Yet, their development remains constrained by fragmented, task-specific data formats, annotations, and processing pipelines. We introduce TimeNet, an open-source data standard and scalable infrastructure that decouples temporal dat …

نسخة أولية وصول مفتوح

Where Root Cause Analysis Fails: A Retrieval-Reranking Decomposition

Hada Melino Muhammad, Luan Pham, Laure Barrière وآخرون · 2026

Identifying the root cause of an anomaly among hundreds of sensors is critical for preventing safety incidents and costly downtime in complex monitored systems. Existing studies evaluate root cause analysis (RCA) methods using top@k accuracy. We show that this metric has a fundamental blind spot: it conflates two failu …

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