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Would it be possible to add support for additional particles (deuterons) and higher-order magnetic elements in Cheetah? As you may know, the particle accelerator for IFMIF-DONES is currently optimizi…
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The target field almost always overlaps with itself as one increases its resolution (L_x, M_x, N_x, L_B, or M_B).
![Target_field](https://github.com/user-attachments/assets/a99e7edd-a3e2-4ea0-9364-…
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For DiffSim, we consider the simulator to be an optimization problem.
$$
X = \text{argmin} \ E(X, P),
$$
where $X$ is the Dof and $P$ is the parameters.
We want the $\frac{\partial X}{\part…
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When processing a dataset spanning more than 6 months, the program crashes with a memory allocation error at the step "Training end evaluating model."
An error like this:
"Traceback (most recent c…
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### Description
The following code does not compile giving the following error diagnostic:
```
Function is not differentiable
Differentiated functions in '@inlinable' functions must be marked '@…
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### October 2024 >
- [x] short term
- [x] look into gradients again
- [x] publish notebooks (field projection + photonic crystal)
- [x] Update Readme including how to use jax / pytorch, …
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[Adversarial label-flipping attack and defense for graph neural networks](https://ieeexplore.ieee.org/abstract/document/9338299/)
[Adversarial_Label-Flipping_Attack_and_Defense_for_Graph_Neural_Netwo…
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- [ ] provide a differentiable LQR subsolver
- [ ] expose parametrization options in the generic nonlinear optimization C++/Python APIs
Related to Simple-Robotics/proxnlp#8
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A fundamental limitation of our auto diff tool JAX is it is [unable to handle dynamic size arrays](https://github.com/jax-ml/jax/discussions/18790) or jagged tensor operations. Both of these operation…
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Although not now, some day down the road it might be good to benchmark our code (in terms of speed / supported problem types) against other existing solutions. Some possible candidates:
- https://git…