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K while prior methods are limited to
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Ultra Flash achieves real-time high-resolution video generation at unprecedented frame rates, pushing the boundaries of what鈥檚 possible in streaming video AI.
Linear transport flows between degraded and clean image domains enable fast, adaptable image restoration that outperforms existing methods in distortion-perception balance.
Semantic IDs, which drastically reduce ID cardinality while inducing semantic clustering, have demonstrably improved ranking and retrieval in Snapchat's production recommender systems.
