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SyncCache accelerates audio-driven portrait animation by up to 4.12x while maintaining near-lossless visual quality, transforming the efficiency of DiT-based systems.
SPOT-E transforms frozen VLMs into more reliable evidence readers by dynamically spotlighting critical visual information during inference.
