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Stop wasting compute on redundant retrieval calls: DynFrame learns the optimal frame sampling density *within* each temporal window, slashing context length and boosting performance on complex video understanding tasks.
Skip the costly human annotations: PromptEcho distills reward signals directly from frozen VLMs to boost text-to-image RL, achieving state-of-the-art results without any reward model training.
Achieve up to 4.87x faster diffusion sampling without retraining, and sometimes even *better* image quality, by intelligently planning the optimal denoising trajectory.
