Preprint
Jul 2026
ACID: Adaptive Caching for vIDeo generation
ACID is a lightweight, training-free wrapper that monitors the rate of change of each method's existing drift signal to dynamically switch between a low and a high threshold and consistently expands the Pareto frontier of visual quality versus inference speed beyond what any fixed threshold achieves.
Om Agrawal, Saurabh Agarwal, Aditya Akella
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