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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

It is hypothesized that the FER task does not necessarily require all facial information to correctly interpret emotional states, as specific regions such as the eyes, the mouth, and parts of the cheeks carry discriminative information that can be sufficient to recognize emotions.

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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