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DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

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We need to compare with 1. Old `NeuralOperators.jl` 2. Pytorch Neural Operators https://github.com/neuraloperator/neuraloperator 3. Some Jax version? cc @ayushinav let's prioritize this

This still has a lot to be done, but here is a working code. Here's a TODO list: * [x] single input-output * [ ] multiple input * [ ]...

Implement https://arxiv.org/abs/2312.00234 using https://github.com/SciML/DeepEquilibriumNetworks.jl

This pull request changes the compat entry for the `AlgebraOfGraphics` package from `0.10.7, 0.11` to `0.10.7, 0.11, 0.12` for package docs. This keeps the compat entries for earlier versions. Note:...

This pull request changes the compat entry for the `MAT` package from `0.10.7` to `0.10.7, 0.11` for package docs. This keeps the compat entries for earlier versions. Note: I have...

**Describe the bug 🐞** Removing some activation functions in the DeepONet model will cause training errors. **Minimal Reproducible Example 👇** Working version: ```julia using Optimization, Optimisers, OptimizationOptimisers using Lux, NeuralOperators,...

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