A large-scale empirical study across tokenizers and diffusion backbones identifies Velocity Irreducible Variance (VIV) as one of the most stable predictors of latent diffusion generation quality.
arXiv preprint arXiv:2406.09754 , year=
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
CECL pretrains video encoders via compression responses for downstream clustering by encoding complexity, claiming gains over SOTA encoders and bitrate/quality savings vs fixed ladders.
citing papers explorer
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A Self-Supervised Learning Framework for Video Encoding Complexity Clustering
CECL pretrains video encoders via compression responses for downstream clustering by encoding complexity, claiming gains over SOTA encoders and bitrate/quality savings vs fixed ladders.