Search Results for author: Jiacheng Cheng

Found 3 papers, 0 papers with code

Calibrating Deep Neural Networks by Pairwise Constraints

no code implementations CVPR 2022 Jiacheng Cheng, Nuno Vasconcelos

This suggests the hypothesis that DNN calibration can be improved by providing calibration supervision to all such binary problems.

Binary Classification

Learning with Bounded Instance- and Label-dependent Label Noise

no code implementations ICML 2020 Jiacheng Cheng, Tongliang Liu, Kotagiri Ramamohanarao, DaCheng Tao

Inspired by the idea of learning with distilled examples, we then propose a learning algorithm with theoretical guarantees for its robustness to BILN.

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