delta-VAE
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- OverSeer world model adds fixed auxiliary cameras to keep multi-agent video consistent
A new arXiv preprint (2610.28554, submitted 20 Oct 2026) from Runjia Li and co-authors introduces OverSeer, a multi-agent video world model that augments each agent's egocentric view with auxiliary camera views. The authors argue that fixing these auxiliary views in space makes them a proxy for a world-centric representation, and report that they substantially help the model maintain consistency; a delta-VAE encoder that stores only changes relative to a static reference image cuts the tokens needed to process them. Experiments in Minecraft and Doom are said to show improved world and agent consistency, with qualitative results on real-world multi-camera captures, though all results are self-reported and not yet peer-reviewed.
Hugging Face · Papers · 🔥 0
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