Decoding Human Interaction Behaviors Using a Fuzzy-based Approach with Functional Near-Infrared Spectroscopy

A novel Fuzzy Attention Layer integrated within a Transformer Encoder model can effectively capture interpretable patterns of neural activity from fNIRS data to decode human social interaction behaviors, such as handholding.