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Author

Karim Haroun

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Conference Open access Aug 2026

Sparse Attention to Emotion: Efficient Facial Emotion Recognition via Token Reduction

Facial Emotion Recognition (FER) is an important task that has significant implications across various fields such as biometrics, health, and human-computer interaction. Current Vision Transformer-based approaches display quadratic complexity $\mathcal{O}(N^2)$, with N being the input sequence length, making them cumbe...

Aya Manel Zitouni, Aicha Zenakhri, Karim Haroun et al. · 0 citations
#machine learning Preprint Aug 2026

Sparse Competition during Training For the Emergence of Specialized Modules

This work introduces a method that maintains near-baseline accuracy, induces usage-based modularity by sparsely routing inputs to neuron groups, and encourages specialization of these modules, such that their activations are correlated with input classes.

Baptiste Rossigneux, Karim Haroun · 0 citations

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