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## 🐛 Bug
## Minor Issues with rendering of Tutorials
1. https://deepchem.io/tutorials/physics-informed-neural-networks/ - Formula Not Rendering properly
2. https://deepchem.io/tutorials/int…
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Hi everyone,
I have been working though the tutorial "Optimising Parameters (Solving Inverse Problems) with Physics-Informed Neural Networks (PINNs)".
I am getting an error on the sixth box wh…
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Dear Developer,
I have thoroughly read your paper "TSONN: Time-stepping-oriented neural network for solving partial differential equations," and I find it to be outstanding with significant practic…
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* [Link](https://arxiv.org/pdf/1904.07200.pdf)
* Title: A Discussion on Solving Partial Differential Equations using Neural Networks
* Keywords (optional):
* Authors (optional):
* Reason (o…
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What is the current state of NNODE? It does not seem to be more widely used?
My impression is that training is difficult when representing the entire continuous numerical solution with a neural net…
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DataDrivenDiffEq should demonstrate the SciML ecosystem tools and solutions to the same examples that are proposed in deepxde [https://github.com/lululxvi/deepxde/tree/master/examples](url) in Python.…
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There aren't many implementations of integro-differential equations which are useful for many things e.g. distributed delays, non-exponential distributions of passage times, time-since-infection epide…
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### Description
Hi, we encounter an `XlaRuntimeError: INTERNAL: unsupported operands type` that is hard to understand and debug.
This started to happen on some unit tests that we have on our CI:
…
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This new paper might be relevant:
[SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss](https://arxiv.org/abs/2109.15044) by Konstanti…
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用deepxde解决积分方程问题,或者要处理积分问题,比如方程中分数阶导数,需要前处理,具体编程方面比如定义fPDE、IDE的部分,我没太看懂,希望您能够指教,谢谢。