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08/22/2023
An iterative method for Helmholtz boundary value problems arising in wave propagation
The complex Helmholtz equation (Δ + k^2)u=f (where k∈ℝ,u(·),f(·)∈ℂ) is a...
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08/01/2023
Dynamic ensemble selection based on Deep Neural Network Uncertainty Estimation for Adversarial Robustness
The deep neural network has attained significant efficiency in image rec...
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02/10/2023
Wellposedness, exponential ergodicity and numerical approximation of fully super-linear McKean–Vlasov SDEs and associated particle systems
We study a class of McKean–Vlasov Stochastic Differential Equations (MV-...
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08/26/2022
Euler simulation of interacting particle systems and McKean-Vlasov SDEs with fully superlinear growth drifts in space and interaction
We consider in this work the convergence of a split-step Euler type sche...
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01/03/2022
Application of Machine Learning Methods in Inferring Surface Water Groundwater Exchanges using High Temporal Resolution Temperature Measurements
We examine the ability of machine learning (ML) and deep learning (DL) a...
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05/20/2021
A flexible split-step scheme for MV-SDEs
We present an implicit Split-Step explicit Euler type Method (dubbed SSM...
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05/06/2021
Dynamic Defense Approach for Adversarial Robustness in Deep Neural Networks via Stochastic Ensemble Smoothed Model
Deep neural networks have been shown to suffer from critical vulnerabili...
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05/04/2020
Distributional Discrepancy: A Metric for Unconditional Text Generation
The goal of unconditional text generation is training a model with real ...
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04/05/2020
A Discriminator Improves Unconditional Text Generation without Updating the Generator
We propose a novel mechanism to improve a text generator with a discrimi...
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04/05/2020
A Discriminator Improves Unconditional Text Generation without Updating the Generato
We propose a novel mechanism to improve a text generator with a discrimi...
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05/30/2019
Adversarial Sub-sequence for Text Generation
Generative adversarial nets (GAN) has been successfully introduced for g...
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06/22/2018