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cs.LG2024
Is AI Robust Enough for Scientific Research?
Jun-Jie Zhang, Jiahao Song, Xiu-Cheng Wang +14
We uncover a phenomenon largely overlooked by the scientific community utilizing AI: neural networks exhibit high susceptibility to minute perturbations, resulting in significant d…
math.NA2024★ 4 cited
Adaptive-Growth Randomized Neural Networks for PDEs: Algorithms and Numerical Analysis
Haoning Dang, Fei Wang, Song Jiang
Randomized neural network (RaNN) methods have been proposed for solving various partial differential equations (PDEs), demonstrating high accuracy and efficiency. However, initiali…