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XinRan Xie

2 accepted papers

2024

Distributionally Robust Loss for Long-Tailed Multi-Label Image Classification

ECCV 2024poster

"The binary cross-entropy (BCE) loss function is widely utilized in multi-label classification (MLC) tasks, treating each label independently. The log-sum-exp pairwise (LSEP) loss, which emphasizes higher logits for positive classes over negative ones within a sample and accounts for label dependenc…

2023

On the Gini-impurity Preservation For Privacy Random Forests

NeurIPS 2023spotlight

Random forests have been one successful ensemble algorithms in machine learning. Various techniques have been utilized to preserve the privacy of random forests from anonymization, differential privacy, homomorphic encryption, etc., whereas it rarely takes into account some crucial ingredients of le…

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