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Utkarsh Nath

2 accepted papers

2024

Learning Low-Rank Feature for Thorax Disease Classification

NeurIPS 2024poster

Deep neural networks, including Convolutional Neural Networks (CNNs) and Visual Transformers (ViT), have achieved stunning success in the medical image domain. We study thorax disease classification in this paper. Effective extraction of features for the disease areas is crucial for disease classifi…

2024

Neural Architecture Search Finds Robust Models by Knowledge Distillation

UAI 2024poster

Despite their superior performance, Deep Neural Networks (DNNs) are often vulnerable to adversarial attacks. Neural Architecture Search (NAS), a method for automatically designing the architectures of DNNs, has shown remarkable performance across various machine learning applications. However, the a…