Papers by Michalis Papakostas

1 papers
MUSER: MUltimodal Stress detection using Emotion Recognition as an Auxiliary Task (2021.naacl-main)

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Challenge: Existing methods to detect stress have not explored the inter-dependence between emotion and stress.
Approach: They propose a transformer-based model architecture and a novel multi-task learning algorithm with speed-based dynamic sampling strategy to improve stress detection.
Outcome: The proposed model is effective with internal and external auxiliary tasks and achieves state-of-the-art results.

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