Search Results for author: Chuanwen Feng

Found 2 papers, 0 papers with code

Detecting Out-of-Distribution Samples via Conditional Distribution Entropy with Optimal Transport

no code implementations22 Jan 2024 Chuanwen Feng, Wenlong Chen, Ao Ke, Yilong Ren, Xike Xie, S. Kevin Zhou

When deploying a trained machine learning model in the real world, it is inevitable to receive inputs from out-of-distribution (OOD) sources.

Continual Learning

OT-Filter: An Optimal Transport Filter for Learning With Noisy Labels

no code implementations CVPR 2023 Chuanwen Feng, Yilong Ren, Xike Xie

Learning with noisy labels is challenging because the performance of the deep neural networks (DNN) drastically degenerates, due to confirmation bias caused by the network memorization over noisy labels.

Learning with noisy labels Memorization

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