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cs.LG2026
CTC-DRO: Robust Optimization for Reducing Language Disparities in Speech Recognition
Martijn Bartelds, Ananjan Nandi, Moussa Koulako Bala Doumbouya +3
Modern deep learning models often achieve high overall performance, but consistently fail on specific subgroups. Group distributionally robust optimization (group DRO) addresses th…
cs.LG2025
Tversky Neural Networks: Psychologically Plausible Deep Learning with Differentiable Tversky Similarity
Moussa Koulako Bala Doumbouya, Dan Jurafsky, Christopher D. Manning
Work in psychology has highlighted that the geometric model of similarity standard in deep learning is not psychologically plausible because its metric properties such as symmetry…