Search Results for author: Bongsoo Yi

Found 2 papers, 2 papers with code

A Gift from Label Smoothing: Robust Training with Adaptive Label Smoothing via Auxiliary Classifier under Label Noise

1 code implementation15 Jun 2022 Jongwoo Ko, Bongsoo Yi, Se-Young Yun

While existing methods address this problem in various directions, they still produce unpredictable sub-optimal results since they rely on the posterior information estimated by the feature extractor corrupted by noisy labels.

Alignment and Comparison of Directed Networks via Transition Couplings of Random Walks

2 code implementations13 Jun 2021 Bongsoo Yi, Kevin O'Connor, Kevin McGoff, Andrew B. Nobel

Given two networks and a cost function relating their vertices, NetOTC finds a transition coupling of their associated random walks having minimum expected cost.

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