Author

Tian-Ming Du

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#machine learning Preprint Oct 2026

Readout Blindness: VLM Scores Miss the Spatial Direction Their Frozen Encoders Retain

CLIP-like vision-language models remain a cornerstone of multimodal systems, yet their scores stay near chance on directed spatial relations, such as whether one object is left of another. We call this failure readout blindness and analyze, theoretically and empirically, why deployed scores miss the direction: when sco...

Guang-Yuan Li, Tian-Ming Du, Yan Jiang et al. · 0 citations

#machine learning Preprint Sep 2026

NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

Electroencephalography (EEG) is recorded continuously over hours, with relevant dynamics spanning timescales from milliseconds to hours. Most EEG foundation models nevertheless process fixed windows independently, limiting their ability to capture information encoded in long-timescale dynamics. State-space architecture...

Yi-Fan Wang, Hai-Ping Liu, Yang Cui et al. · 0 citations