🏢 Lehigh University
Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery
·1663 words·8 mins·
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🏢 Lehigh University
New neural operator, Nonlocal Attention Operator (NAO), simultaneously learns forward and inverse physical models, improving interpretability and generalizability for physics discovery.
Geometric Analysis of Nonlinear Manifold Clustering
·1790 words·9 mins·
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Computer Vision
Image Classification
🏢 Lehigh University
Guaranteed Manifold Clustering: Novel method provides geometric conditions ensuring accurate data grouping from nonlinear manifolds, showing competitive performance on CIFAR datasets.
Error Correction Output Codes for Robust Neural Networks against Weight-errors: A Neural Tangent Kernel Point of View
·1996 words·10 mins·
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AI Generated
Machine Learning
Deep Learning
🏢 Lehigh University
Boosting neural network robustness against weight errors, this research leverages neural tangent kernels to theoretically explain and optimize error-correcting output codes (ECOCs), achieving superior…