Author

Raja Giryes

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Preprint Oct 2026

SepGen: Multi-Stem Audio-Video Separation and Generation in a Single Model

A 4D audio-visual scene comprises a video, the dynamic geometry it depicts, and the sound sources that populate it, each with its own position and trajectory. Rendering such a scene from a novel viewpoint requires that every source be available as an individual waveform, so that it can be localized in the scene and pro...

Aviad Dahan, Rajaei Khatib, Y. Bitton et al. · 0 citations

#artificial intelligence Preprint Sep 2026

The Attention Triangle in Audio-Video Models

It is revealed that routing along the audio-video edge is bidirectional: audio can influence video generation, while video can influence audio generation, and biases encoded in the model's parameters and emerges as a major contributor to leakage.

Sagi Polaczek, Noa Kraicer, G. Metzer et al. · 1 citation