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1. Adaptive_Activation_Functions Adaptive_Activation_Functions Public

   We proposed the simple adaptive activation functions deep neural networks. The proposed method is simple and easy to implement in any neural networks architecture.

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2. Locally-Adaptive-Activation-Functions-Neural-Networks- Locally-Adaptive-Activation-Functions-Neural-Networks- Public

   Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawaguchi, G E Karniadakis, Locally adaptive activation functions …

   Python 37 12

3. XPINNs XPINNs Public

   Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonlinear Partial Differential Equations

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4. Conservative_PINNs Conservative_PINNs Public

   We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation property of cPINN is obtained by enforcing the flux continui…

   Python 51 18

5. Rowdy_Activation_Functions Rowdy_Activation_Functions Public

   We propose Deep Kronecker Neural Network, which is a general framework for neural networks with adaptive activation functions. In particular we proposed Rowdy activation functions that inject sinus…

   Python 10 6

6. XPINNs_TensorFlow-2 XPINNs_TensorFlow-2 Public

   XPINN code written in TensorFlow 2

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