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Today's video world models excel at hallucinating plausible-looking frames, but their ability to actually preserve initial object identities drops by over 40% as scene complexity scales beyond 40 instances.
SCOPE-Router not only outperforms existing VLM routing methods but does so while integrating cost considerations, redefining efficiency in model selection for execution-oriented tasks.
Achieving state-of-the-art one-step image edits by cleverly balancing aggressive updates with conservative preservation techniques could redefine the capabilities of diffusion models.
Dataset distillation gets a boost on long-tailed data with CSDM, which uses spectral distribution matching to prioritize realism in tail classes and achieves a 14% improvement over SOTA methods.
