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Haohao Song

2 accepted papers

2025

Can Quality Survive Scale? Toward an Equal-Quality Instance-Dependent Label Noise Model

ICASSP 2025accepted

Label noise model is a technique to construct controlled noisy datasets for evaluating noise-robust algorithms. However, the quality of the generated noise has not been evaluated thoroughly. In this paper, we propose a novel research question: Do the constructed datasets with the same noise rate hav…

Cited by 0SourceScholar
2025

Leave No Stone Unturned: Optimizing Subpattern Information Entropy for Coreset Selection

ICASSP 2025accepted

Coreset selection is a technique that reduces model training overhead while retaining high accuracy by selecting a representative subset of the training data. The quality of the selected coresets can be assessed by quantifying the coverage of r-radius balls centered at each element to the entire dat…

Cited by 0SourceScholar