2 papers
cs.CL2026
GLoRIA: Gated Low-Rank Interpretable Adaptation for Dialectal ASR
Pouya Mehralian, Melissa Farasyn, Anne Breitbarth +2
Automatic Speech Recognition (ASR) in dialect-heavy settings remains challenging due to strong regional variation and limited labeled data. We propose GLoRIA, a parameter-efficient…
cs.LG2023
Self-Supervised Representation Learning for Online Handwriting Text Classification
Pouya Mehralian, Bagher BabaAli, Ashena Gorgan Mohammadi
Self-supervised learning offers an efficient way of extracting rich representations from various types of unlabeled data while avoiding the cost of annotating large-scale datasets.…