SlotMemory: Object-Centric KV Memory for Streaming Long-Video Generation 事件

PRODUCT_LAUNCH2026-06-01影响: MEDIUM

SlotMemory: Object-Centric KV Memory for Streaming Long-Video Generation arXiv:2605.31033v1 Announce Type: new Abstract: Streaming video generation models typically rely on temporal-centric memory, which organizes historical context as raw frames, chunk segments, or unclustered tokens. This organization frequently leads to identity drift and semantic inconsistency when entities exit the frame or during interactive prompt transitions. To address these limitations, we propose SlotMemory, an objec