2026-10-13T22:30:40Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34017428 2026-09-28T17:48:37Z category_734 category_931 category_106 portal_5 item_type_3 month_year_09_2026

<p>Balanced representative cases from the seed-7 diagnostic comparison.</p> Wenfei Cao (19510369) Jian Xu (31545) Yinghao Li (2850890) Huizi Yan (25132805) Zhuowei Hu (316112) Wenxu Chen (12043916) Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy strongest overall regression shared latent space noisy temporal observations insufficient global guidance gated residual connections dynamic hypernode injection multimodal sentiment analysis learnable static prior propagation hypernode injection mae checkpoint selection div >< p findings support pre graph attention fusion gat injection provided injection showed graph propagation dependent hypernode multimodal models attention pooling vocal behavior visual sequences slightly higher run comparison oriented balance modal interaction modal inputs level representations language use injected prior corresponding results aligned tri affective state <p>Balanced representative cases from the seed-7 diagnostic comparison.</p> 2026-09-28T17:48:21Z Dataset Dataset 10.1371/journal.pone.0359425.t009 https://figshare.com/articles/dataset/_p_Balanced_representative_cases_from_the_seed-7_diagnostic_comparison_p_/34017428 CC BY 4.0