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francesco-innocenti authored Nov 24, 2024
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Expand Up @@ -9,8 +9,8 @@ You can read [my blog post](https://francesco-innocenti.github.io/posts/2024/10/

All the results and plots from the paper can be reproduced from the included notebooks. All notebooks except for the convergence experiments can be run in reasonable time (< 15min) on a CPU. For the heavier convergence experiments, we recommend using a GPU.

* Figure 1: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Theoretical_Equilibrated_Energy.ipynb).
* For the Toy examples in Figure 2 (and the statistics in Figure 7): [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Linear_Chains_Analysis.ipynb) & [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Hessian_Analysis_of_DLNs.ipynb).
* Figures 3-4 as well as 8-10: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Hessian_Analysis_of_DLNs.ipynb).
* Figure 5 & Figures 11-12: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/PC_vs_BP_Convergence_Experiments_on_DNNs.ipynb).
* Figure 6: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Matrix_Completion_Experiment.ipynb).
* Figure 1: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Theoretical_Equilibrated_Energy.ipynb)
* For the Toy examples in Figure 2 (and the statistics in Figure 7): [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Linear_Chains_Analysis.ipynb) & [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Hessian_Analysis_of_DLNs.ipynb)
* Figures 3-4 as well as 8-10: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Hessian_Analysis_of_DLNs.ipynb)
* Figure 5 & Figures 11-12: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/PC_vs_BP_Convergence_Experiments_on_DNNs.ipynb)
* Figure 6: [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/francesco-innocenti/pc-saddles/blob/main/Matrix_Completion_Experiment.ipynb)

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