Learning from Imperfect Labels: A Physics-Aware Neural Operator with Application to DAS Data Denoising

Yang Cui, Denis Anikiev, Umair Bin Waheed +1

Supervised deep learning methods typically require large datasets and high-quality labels to achieve reliable predictions. However, their performance often degrades when trained on…