Update README.md

francesco-innocenti · Nov 24, 2024 · 6645864 · 6645864
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@@ -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.
 
-* To reproduce Figure 1, run `Theoretical_Equilibrated_Energy.ipynb`.
-* To reproduce the toy examples in Figure 2 (and the statistics in Figure 7), run `Linear_Chains_Analysis.ipynb` and `Hessian_Analysis_of_DLNs.ipynb`.
-* To reproduce Figure 3 & 4 (as well as 8-10), run `Hessian_Analysis_of_DLNs.ipynb`.
-* To reproduce Figure 5 (as well as 11-12), run `PC_vs_BP_Convergence_Experiments_on_DNNs.ipynb`.
-* Finally, to reproduce Figure 6, run `Matrix_Completion_Experiment.ipynb`.
+* Figure 1: [![Open in Colab](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://github.com/francesco-innocenti/pc-saddles/blob/main/Linear_Chains_Analysis.ipynb) & [![Open in Colab](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://github.com/francesco-innocenti/pc-saddles/blob/main/Hessian_Analysis_of_DLNs.ipynb).
+* Figure 5 & Figures 11-12: [![Open in Colab](https://github.com/francesco-innocenti/pc-saddles/blob/main/PC_vs_BP_Convergence_Experiments_on_DNNs.ipynb).
+* Figure 6: [![Open in Colab](https://github.com/francesco-innocenti/pc-saddles/blob/main/Matrix_Completion_Experiment.ipynb).