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Muhammad Asad Ali

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Preprint Aug 2026

MoTE: Mixture of Task Experts for Multi-Task Video Understanding

Procedural video-language models must solve heterogeneous tasks from the same visual evidence, including action recognition, forecasting, and procedure prediction. Dense transformer decoders share the same feed-forward networks across tasks, which can entangle task behavior and make controlled capability expansion diff...

Muhammad Asad Ali, U. Khan, Nadia Robertini et al. · 0 citations

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