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HyperGALE: ASD Classification via Hypergraph Gated Attention with Learnable Hyperedges
March 22, 2024, 4:42 a.m. | Mehul Arora, Chirag Shantilal Jain, Lalith Bharadwaj Baru, Kamalaker Dadi, Bapi Raju Surampudi
cs.LG updates on arXiv.org arxiv.org
Abstract: Autism Spectrum Disorder (ASD) is a neurodevelopmental condition characterized by varied social cognitive challenges and repetitive behavioral patterns. Identifying reliable brain imaging-based biomarkers for ASD has been a persistent challenge due to the spectrum's diverse symptomatology. Existing baselines in the field have made significant strides in this direction, yet there remains room for improvement in both performance and interpretability. We propose \emph{HyperGALE}, which builds upon the hypergraph by incorporating learned hyperedges and gated attention mechanisms. …
arxiv attention classification cs.ai cs.cv cs.lg cs.ne hypergraph type via
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