ملف الباحث
Kamyar Azizzadenesheli
ورقتان في مجموعة PaperMetrix
المنشورات
أوراق هذا المؤلف
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A Library for Learning Neural Operators
2024 · arXiv (Cornell University)
We present NeuralOperator, an open-source Python library for operator learning. Neural operators generalize neural networks to maps between function spaces instead of finite-dimensional Euclidean spaces. They can be trained and inferenced on input and output …
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Neural Spline Operators for Risk Quantification in Stochastic Systems
2025 · arXiv (Cornell University)
Accurately quantifying long-term risk probabilities in diverse stochastic systems is essential for safety-critical control. However, existing sampling-based and partial differential equation (PDE)-based methods often struggle to handle complex varying dynamics. Physics-informed neural networks learn surrogate …