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Meta AI and Oxford Open OverSeer, a Multi-Agent World Model That Fixes Cross-Agent Consistency Using Static Views

Summary

Meta AI and Oxford released OverSeer, a multi-agent video world model that augments each agent's egocentric view with fixed auxiliary cameras as a world-centric anchor, compressed via a delta-VAE that encodes only changes from a static reference. Minecraft and Doom experiments show improved cross-agent consistency and major compute savings on auxiliary-view tokens.