From Visual Vocabulary to Grammar: An Interpretable Paradigm for Scientific Discovery in Spatiotemporal Data

Zhen Yuan Yeo, Timothée Levilly, Lim Ying Chen, Ngoc Thi Nguyen, Eun Ho Song, Kyeongmee Lee, Alexandre H. Thiery, Jwa-Min Nam, N. Duane Loh

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Interpretable, Scientific Discovery, Spatiotemporal

TL;DR: An interpretable, unsupervised pipeline that turns spatiotemporal videos into discrete spatial “tokens” and a transition “grammar,” enabling discovery, comparison, and classification of dynamical regimes without labels.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 186