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Yuefan Deng

2 accepted papers

2025

Discretization-invariance? On the Discretization Mismatch Errors in Neural Operators

ICLR 2025poster

In recent years, neural operators have emerged as a prominent approach for learning mappings between function spaces, such as the solution operators of parametric PDEs. A notable example is the Fourier Neural Operator (FNO), which models the integral kernel as a convolution operator and uses the Con…

Cited by 0SourcePDFScholar
2021

AGKD-BML: Defense Against Adversarial Attack by Attention Guided Knowledge Distillation and Bi-Directional Metric Learning

ICCV 2021poster

While deep neural networks have shown impressive performance in many tasks, they are fragile to carefully designed adversarial attacks. We propose a novel adversarial training-based model by Attention Guided Knowledge Distillation and Bi-directional Metric Learning (AGKD-BML). The attention knowledg…

Cited by 22PDFcodeScholar