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Amr Alkhatib

2 accepted papers

2025

Explaining Representations in Correlation-based Deep Multiview Representation Learning

ICASSP 2025accepted

Multiview representation learning techniques based on deep correlation maximization have become increasingly popular for learning meaningful and compact representations from multiview data. Even though their performance is state-of-the-art in many interpretability-critical fields, their black-box be…

Cited by 0SourceScholar
2025

Prediction via Shapley Value Regression

ICML 2025poster

Shapley values have several desirable, theoretically well-supported, properties for explaining black-box model predictions. Traditionally, Shapley values are computed post-hoc, leading to additional computational cost at inference time. To overcome this, a novel method, called ViaSHAP, is proposed,…