Zhou, Zhanpeng

On the Role of Label Noise in the Feature Learning Process

2025 · arXiv (Cornell University)

Deep learning with noisy labels presents significant challenges. In this work, we theoretically characterize the role of label noise from a feature learning perspective. Specifically, we consider a signal-noise data distribution, where each sample comprises …