Author

Andreas K. Maier

3 papers indexed here

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Preprint Oct 2026

Neural Representations, Natural Connections: What Transfers From Human Speech Foundation Models to Animal Vocalizations?

Speech-pretrained models have shown promise in animal bioacoustics, but the factors governing their cross-species transfer remain poorly understood. We evaluate 15 frozen encoders spanning monolingual and multilingual speech, speaker verification, animal bioacoustics, and general audio on caller identification across f...

Tomás Arias-Vergara, Christopher Hauer, Héloïse Brotier et al. · 0 citations

#small language model Preprint Oct 2026

When Layer Selection Misleads Speech Depression Detection

It is argued nested model-selection protocols should be standard when probing encoder layer representations on small clinical speech datasets, and a fair comparison across representation families identifies a compact, task-aligned affect--prosody model as competitive with substantially more complex SSL, deep-learning,...

P. A. Pérez-Toro, David Gimeno-Gómez, D. Rückert et al. · 0 citations

#machine learning Conference Open access Apr 2025

A Systematic Evaluation of Machine Learning Methods for Fault Detection and Line Identification in Electrical Power Grids

This study assesses the efficacy of various ML models in detecting electrical faults and pinpointing defective transmission lines within a 10 ms measurement interval—a critical time-frame for real-time operational viability, for the first time.

Julian Oelhaf, Georg Kordowich, P. A. Pérez-Toro et al. · IEEE International Conferenc... · 12 citations