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cs.LG2026
Controlled Evaluation of EEG Foundation Models: Random Initialisation, Band-Power and Validation-Selected Probes
Mingyu Jeon, Suwan Cho, Jae Young Suh
EEG foundation models report downstream gains, yet their protocols seldom include three controls. These are the same encoder untrained, spectral features fitted on the same data, a…
cs.LG2026
A JEPA Recipe for Tabular Foundation Models
Mingyu Jeon, Suwan Cho, Jae Young Suh
Tabular foundation models learn to predict cell values in context, whereas world-model self-supervision asks for prediction in representation space (LeCun, 2022; Assran et al., 202…