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A newer version of the Gradio SDK is available: 5.29.0

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metadata
title: Stacked Tensorial Neural Network
emoji: 🌖
colorFrom: red
colorTo: yellow
sdk: gradio
sdk_version: 4.19.2
app_file: app.py
pinned: false
license: mit

Stacked Tensorial Neural Network (STNN) demo

This demo uses the model architecture from arXiv:2312.14979 to solve a parametric PDE problem on an elliptical annular domain. See the paper for a detailed description of the problem and its applications.

The GitHub repo contains additional examples, including intructions for solving the PDE using a conventional iterative method (GMRES). Due to the long runtime of solving the PDE in this way, it is not included in the demo.