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#machine learning Preprint Oct 2026

LeAVJEPA: A Minimalist Architecture for Audio-Visual Self-Supervised Learning

Prior audio-visual self-supervised learning methods rely on mechanisms such as EMA target encoders, prediction heads, reconstruction decoders, and contrastive losses. We introduce LeAVJEPA, the first audio-visual encoder trained under LeJEPA's collapse-free objective. A single early-fusion Vision Transformer processes...

B. Robson, Santeri Mentu, Wen-Shuai Zhao et al. · 0 citations

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