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SASS (Stage-Adaptive Sample Selection), a stage-adaptive data-selection framework for pool-based active learning in long-tailed dense prediction, shows that annotation-efficient learning depends not only on which samples are selected, but also on how the annotation budget is distributed across categories and when model-derived scores begin to guide selection.
Latent-OPD reveals that distilling latent representations at trajectory endpoints can dramatically enhance video reasoning efficiency in LMMs.
