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Rodrigo Nogueira, Zhiying Jiang, Ronak Pradeep, and Jimmy Lin

Canonical reference. 80% of citing Pith papers cite this work as background.

13 Pith papers citing it
2,925 external citations · Crossref
Background 80% of classified citations

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Adaptive Greedy Frame Selection for Long Video Understanding

cs.CV · 2026-03-20 · unverdicted · novelty 6.0

A question-adaptive greedy frame selector combines SigLIP relevance and DINOv2 coverage under a submodular objective with a text classifier routing to preset trade-offs, yielding accuracy gains on MLVU especially at low frame budgets.

Budget-Aware Routing for Long Clinical Text

cs.CL · 2026-05-01 · unverdicted · novelty 5.0

RCD balances relevance, coverage, and diversity in a knapsack-constrained selection framework, with experiments showing that selector choice and budget level determine optimal unitization strategies on clinical datasets.

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