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20242026
most citedDual-Attention U-Net++ with Class-Specific Ensembles and Bayesian Hyperparameter Optimization for Precise Wound and Scale Marker Segmentation

1 citations · 1 across the 4 of their papers we have counts for

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cs.LG2026

Better Policies, Worse Verifier Audits

Daniel Cieślak, Jacek Łubiński

Verifier stacks increasingly sit inside post-training and test-time compute loops. We study a specific control loop: a component verifier is evaluated on fresh policy outputs again…

cs.LG2026

Decision-Aware Evaluation of Physics-Informed Surrogates

Daniel Cieślak, Andrzej Czyżewski

Physics-informed machine learning is often assessed by curve error, although engineering use depends on downstream decisions: ranking candidates, avoiding infeasible designs and li…