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Paper · arXiv

Local Gains and Fixed-Assignment Set Losses in Shared Set Decoders

A query-relation deletion can improve the edited slot while reducing the utility of the prediction set that contains it. We study this tension in two related ResNet-50 DETR-family checkpoints using recorded, selection-conditional evidence from 710 paired image-relation units per checkpoint. The primary comparison subtracts a matched active control, which deletes the same leader source at a different recorded recipient, from the selected target deletion. It is therefore a composite contrast rather than a same-recipient placebo. The target-minus-control contrast is locally positive and fixed-assignment negative in both checkpoints. The opposite-sign pattern occurs within 302/710 DETR units ...

AuthorsZe Zhang, Yang Zhang
Primary categorycs.CV
Published12 August 2026
Last updated at source12 August 2026
cs.CVcs.LG
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