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Fotios Drakopoulos

3 accepted papers

2026

Modelling the Effects of Hearing Loss on Neural Coding in the Auditory Midbrain with Variational Conditioning

AAAI 2026technical

The mapping from sound to neural activity that underlies hearing is highly non-linear. The first few stages of this mapping in the cochlea have been modelled successfully, initially with biophysical models built by hand and, more recently, with DNN models trained on datasets simulated by the biophys

Cited by 0SourcePDFScholar
2023

A DNN-Based Hearing-Aid Strategy For Real-Time Processing: One Size Fits All

ICASSP 2023accepted

Although hearing aids (HAs) can compensate for elevated hearing thresholds using sound amplification, they often fail to restore auditory perception in adverse listening conditions. To achieve robust treatment outcomes for diverse HA users, we use a differentiable framework that can compensate for i…

Cited by 0SourceScholar
2022

A Differentiable Optimisation Framework for The Design of Individualised DNN-based Hearing-Aid Strategies

ICASSP 2022accepted

Current hearing aids mostly provide sound amplification fittings based on individual hearing thresholds or perceived loudness, even though it is known that sensorineural hearing damage is functionally complex, and requires different treatment strategies. To meet this demand, we propose an optimisati…

Cited by 0SourceScholar