docs: fix the errors avoiding mkdocs to build the documentation

README.md

@@ -178,7 +178,7 @@ If you use Influenciae as part of your workflow in a scientific publication, ple
 
 ```
 @unpublished{picard:hal-04284178,
-  TITLE = {{Influenci{\ae}: A library for tracing the influence back to the data-points}},
+  TITLE = {Influenci{\ae}: A library for tracing the influence back to the data-points},
   AUTHOR = {Picard, Agustin Martin and Hervier, Lucas and Fel, Thomas and Vigouroux, David},
   URL = {https://hal.science/hal-04284178},
   NOTE = {working paper or preprint},

docs/api/Boundary-based/weights_boundary.md

@@ -22,4 +22,4 @@ obtains acceptable results on our mislabeled point detection benchmark.
 
 - [**Using Boundary-based Influence**](https://colab.research.google.com/drive/1785eHgT91FfqG1f25s7ovqd6JhP5uklh?usp=sharing) <sub> [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1785eHgT91FfqG1f25s7ovqd6JhP5uklh?usp=sharing) </sub>
 
-{{deel.influenciae.boundary_based.sample_boundary.WeightsBoundaryCalculator}}
+{{deel.influenciae.boundary_based.sample_boundary.SampleBoundaryCalculator}}

docs/api/benchmarks.md

@@ -20,7 +20,3 @@ benchmarking, and an implementation on the popular CIFAR10 image-classification
 ## Notebooks
 
 - [**Benchmarking with Mislabeled sample detection**](https://colab.research.google.com/drive/1_5-RC_YBHptVCElBbjxWfWQ1LMU20vOp?usp=sharing)
-
-{{deel.influenciae.benchmark.cifar10_benchmark.Cifar10TrainingProcedure}}
-
-{{deel.influenciae.benchmark.cifar10_benchmark.Cifar10MislabelingDetectorEvaluator}}

docs/api/influence/arnoldi.md

@@ -25,4 +25,4 @@ points for the moment.
 
 - [**Using Arnoldi Influence Calculator**](https://colab.research.google.com/drive/1rQU33sbD0YW1cZMRlJmS15EW5O16yoDE?usp=sharing)
 
-{{deel.influenciae.influence.first_order_influence_calculator.ArnoldiInfluenceCalculator}}
+{{deel.influenciae.influence.arnoldi_influence_calculator.ArnoldiInfluenceCalculator}}

docs/index.md

@@ -178,7 +178,7 @@ If you use Influenciae as part of your workflow in a scientific publication, ple
 
 ```
 @unpublished{picard:hal-04284178,
-  TITLE = {{Influenci{\ae}: A library for tracing the influence back to the data-points}},
+  TITLE = {Influenci\{ae}: A library for tracing the influence back to the data-points},
   AUTHOR = {Picard, Agustin Martin and Hervier, Lucas and Fel, Thomas and Vigouroux, David},
   URL = {https://hal.science/hal-04284178},
   NOTE = {working paper or preprint},

mkdocs.yml

@@ -1,18 +1,18 @@
 site_name: Influenciae
 
-#google_analytics:
-#  - UA-132343476-2
-#  - auto
-
 nav:
   - Home: index.md
   - Influence Functions:
       - First Order Influence Calculator: api/influence/first_order_influence_calculator.md
       - Second Order Influence Calculator: api/influence/second_order_influence_calculator.md
+      - Arnoldi Influence Calculator: api/influence/arnoldi.md
   - Representer Point Selection:
       - Representer Point Selection - L2: api/representer_point_selection/rps_l2.md
       - Representer Point Selection - LJE: api/representer_point_selection/rps_lje.md
   - TracIn: api/tracin.md
+  - Boundary Based:
+      - Boundary Based Sample Boundary: api/Boundary-based/sample_boundary.md
+      - Boundary Based Weights Boundary: api/Boundary-based/weights_boundary.md
   - Benchmarks: api/benchmarks.md
 
 theme: