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Preprint Oct 2026

Watch Your Speech: Text-aware Video-to-Speech Synthesis with Textual Conditioning

Video-to-speech synthesis aims to generate natural-sounding speech from silent talking-face videos while ensuring phonetic accuracy. A fundamental challenge in this task is the inherent one-to-many mapping problem, where visual dynamics often lack sufficient information to uniquely determine the corresponding utterance...

Gun-Woo Lee, Yoori Oh, Yoseob Han · 0 citations
Preprint Sep 2026

Anisotropic Representations Improve Planning in JEPA World Models

Latent world models learn action-conditioned dynamics in representation space and often score candidate actions by Euclidean distance to a goal representation. Joint training typically regularizes the representation to prevent collapse, but the resulting representation geometry also determines how terminal errors are w...

Min-Gu Kang, Yoori Oh, Sookyung Kim et al. · 0 citations

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