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Calvin Joseph

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#machine learning Preprint Jul 2026

Towards a Unified Modality-Agnostic Multimodal Framework for Cognitive Workload Assessment

A unified, modality-agnostic, hierarchical Transformer-based architecture to process heterogeneous biosignal modalities within a single model is developed and EEG is the strongest single modality, ranking highest in IQ, GAME, and the pooled ALL setting.

Stefanos Gkikas, Christian Arzate Cruz, Calvin Joseph et al. · 9 citations

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