Author

G. Marreiros

2 papers indexed here

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#machine learning Review Sep 2026

Collaborative Streaming Anomaly Detection with Interactive Explanations and Ensemble Consensus

A collaborative streaming anomaly detection system for high-speed data streams that explicitly integrates human analysts into the decision loop and derives surrogate models that approximate the ensemble consensus and expose human-readable sensor conditions associated with anomalous behavior is presented.

Diogo Risca, Afonso Lourenço, R. Martins et al. · 0 citations

#machine learning Preprint Sep 2026

Streaming Hierarchical Inference with Tabular Foundation Models

A hierarchical inference framework that combines edge-based retrieval with cloud-based TFM inference, allowing confident samples to be processed locally while uncertain instances are selectively offloaded to a cloud-hosted TFM.

Vítor Crista, Afonso Lourenço, D. Martinho et al. · 1 citation