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08/08/2023
Constructing Custom Thermodynamics Using Deep Learning
One of the most exciting applications of AI is automated scientific disc...
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11/17/2022
Personal Privacy Protection Problems in the Digital Age
With the development of Internet technology, the issue of privacy leakag...
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06/24/2022
A Deep Learning Approach to Nonconvex Energy Minimization for Martensitic Phase Transitions
We propose a mesh-free method to solve nonconvex energy minimization pro...
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03/31/2022
An Optimal Control Method to Compute the Most Likely Transition Path for Stochastic Dynamical Systems with Jumps
Many complex real world phenomena exhibit abrupt, intermittent or jumpin...
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11/17/2021
Data-driven method to learn the most probable transition pathway and stochastic differential equations
Transition phenomena between metastable states play an important role in...
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08/24/2020
Solving Inverse Stochastic Problems from Discrete Particle Observations Using the Fokker-Planck Equation and Physics-informed Neural Networks
The Fokker-Planck (FP) equation governing the evolution of the probabili...
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10/21/2019