Author

Annamaria Mesaros

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Preprint Sep 2026

Domain-Incremental Learning for Generative Speech Enhancement

We propose a domain-incremental learning framework for generative speech enhancement (SE) that learns from a sequence of datasets or domains recorded under diverse acoustic conditions. Fine-tuning a pretrained model on continuously evolving domains leads to catastrophic forgetting of previously acquired knowledge, whil...

Manjunath Mulimani, Annamaria Mesaros, Minje Kim et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Investigating catastrophic forgetting in sound event classification

The solution that seems to alleviate catastrophic forgetting and is the most efficient is a full freezing of the feature extractor with a fine-tuning of the dynamic head classifier, showing little to no forgetting and great training stability, and a good balance between memory-stability and learning plasticity.

Riccardo Casciotti, Annamaria Mesaros · 0 citations