diff --git a/docs/Workshop/KANs_Can't_Beat_GAM.ipynb b/docs/Workshop/KANs_Can't_Beat_GAM.ipynb
new file mode 100644
index 0000000..00814b6
--- /dev/null
+++ b/docs/Workshop/KANs_Can't_Beat_GAM.ipynb
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"https://github.com/SelfExplainML/PiML-Toolbox/blob/main/docs/Workshop/KANs_Can't_Beat_GAM.ipynb","timestamp":1717370051467}],"authorship_tag":"ABX9TyNZZPZ2w58MezUJWZRSKMDS"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# KANs Example Revisited\n","\n","Source: https://github.com/KindXiaoming/pykan/blob/master/docs/Examples/Example_3_classfication.ipynb\n","\n","## \"KANs can't beat GAM in performance, explainability and robustness.\""],"metadata":{"id":"rJNgtfabAEsG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"nqhmBCSXsMF9"},"outputs":[],"source":["!pip install piml\n","!pip install pykan"]},{"cell_type":"code","source":["from piml import Experiment\n","exp = Experiment(highcode_only=True)"],"metadata":{"id":"-cnnB6J_5WKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from kan import KAN\n","import matplotlib.pyplot as plt\n","from sklearn.datasets import make_moons\n","import torch\n","import numpy as np\n","\n","dataset = {}\n","train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.2, random_state=None)\n","\n","dataset['train_input'] = torch.from_numpy(train_input)\n","dataset['test_input'] = torch.from_numpy(test_input)\n","dataset['train_label'] = torch.from_numpy(train_label[:,None])\n","dataset['test_label'] = torch.from_numpy(test_label[:,None])\n","\n","X = dataset['train_input']\n","y = dataset['train_label']\n","plt.scatter(X[:,0], X[:,1], c=y[:,0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":514},"id":"P_RvkiD9uom_","executionInfo":{"status":"ok","timestamp":1717371226891,"user_tz":240,"elapsed":2052,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"b5130cf5-1faa-47e5-9868-26fc9e35c01d"},"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.collections.PathCollection at 0x7a65c246eb00>"]},"metadata":{},"execution_count":2},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# One-layer KAN"],"metadata":{"id":"dZsqo8BO3Wxc"}},{"cell_type":"code","source":["model = KAN(width=[2,1], grid=3, k=3)\n","\n","def train_acc():\n","    return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n","    return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model.train(dataset, opt=\"LBFGS\", steps=10,\n","                      metrics=(train_acc, test_acc),\n","                      in_vars=[r'$x_1$', r'$x_2$'],\n","                      save_fig=True, img_folder=\"img_OneLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k8GxEFl3u1Q4","executionInfo":{"status":"ok","timestamp":1717371244770,"user_tz":240,"elapsed":17884,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"4ee4e12f-474a-43a2-ba4f-fad0781bb2bd"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 2.42e-01 | test loss: 2.51e-01 | reg: 2.89e+00 : 100%|██| 10/10 [00:18<00:00,  1.88s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.9620000123977661, 0.9570000171661377)"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","source":["from IPython.display import Image\n","\n","Image(filename='/content/img_OneLayer/9.jpg', height=300)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"VzwwGq8Ex53q","executionInfo":{"status":"ok","timestamp":1717371244771,"user_tz":240,"elapsed":19,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"378c246c-0716-409f-b040-25ad79df23b9"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"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\n","text/plain":["<IPython.core.display.Image object>"]},"metadata":{"image/jpeg":{"height":300}},"execution_count":4}]},{"cell_type":"code","source":["def predict_proba_func(X):\n","    proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n","    return np.vstack([1 - proba, proba]).T\n","\n","def predict_func(X):\n","    proba = np.clip(model(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n","    return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func,\n","                             predict_proba_func=predict_proba_func,\n","                             task_type=\"classification\",\n","                             train_x=train_input,\n","                             train_y=train_label,\n","                             test_x=test_input,\n","                             test_y=test_label,\n","                             feature_names=[\"x1\", \"x2\"],\n","                             target_name=\"y\")\n","exp.register(pipeline, \"KAN_OneLayer\")"],"metadata":{"id":"6EJ-B3OE0hCD","executionInfo":{"status":"ok","timestamp":1717371244771,"user_tz":240,"elapsed":17,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_OneLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"x8lmOEow08k1","executionInfo":{"status":"ok","timestamp":1717371245003,"user_tz":240,"elapsed":249,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"7a611562-4ede-40a1-a53a-12be91be1236"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["           ACC      AUC       F1 LogLoss   Brier\n","                                                \n","Train   0.9630   0.9932   0.9627  0.1924  0.0500\n","Test    0.9600   0.9928   0.9597  0.1974  0.0520\n","Gap    -0.0030  -0.0004  -0.0030  0.0049  0.0020"],"text/html":["\n","  <div id=\"df-97c46fc8-f5ff-4db8-87a7-d1f27936fbfa\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ACC</th>\n","      <th>AUC</th>\n","      <th>F1</th>\n","      <th>LogLoss</th>\n","      <th>Brier</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Train</th>\n","      <td>0.9630</td>\n","      <td>0.9932</td>\n","      <td>0.9627</td>\n","      <td>0.1924</td>\n","      <td>0.0500</td>\n","    </tr>\n","    <tr>\n","      <th>Test</th>\n","      <td>0.9600</td>\n","      <td>0.9928</td>\n","      <td>0.9597</td>\n","      <td>0.1974</td>\n","      <td>0.0520</td>\n","    </tr>\n","    <tr>\n","      <th>Gap</th>\n","      <td>-0.0030</td>\n","      <td>-0.0004</td>\n","      <td>-0.0030</td>\n","      <td>0.0049</td>\n","      <td>0.0020</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-97c46fc8-f5ff-4db8-87a7-d1f27936fbfa')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-97c46fc8-f5ff-4db8-87a7-d1f27936fbfa button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-97c46fc8-f5ff-4db8-87a7-d1f27936fbfa');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-1ad5a988-178f-4e96-a1d3-8f5fbb9ce920\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1ad5a988-178f-4e96-a1d3-8f5fbb9ce920')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-1ad5a988-178f-4e96-a1d3-8f5fbb9ce920 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"exp\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \" \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Train\",\n          \"Test\",\n          \"Gap\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ACC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9630\",\n          \"0.9600\",\n          \"-0.0030\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AUC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9932\",\n          \"0.9928\",\n          \"-0.0004\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"F1\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9627\",\n          \"0.9597\",\n          \"-0.0030\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"LogLoss\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.1924\",\n          \"0.1974\",\n          \"0.0049\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Brier\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.0500\",\n          \"0.0520\",\n          \"0.0020\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"KAN_OneLayer\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"KAN_OneLayer\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"KAN_OneLayer\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mS-oRP2O35F5","executionInfo":{"status":"ok","timestamp":1717371246442,"user_tz":240,"elapsed":1445,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"c1696cd7-1e9e-4113-eac1-89ae8ebd3ded"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 400x200 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Two-layer KAN"],"metadata":{"id":"aVeRh0gj56T5"}},{"cell_type":"code","source":["model2 = KAN(width=[2,2,1], grid=3, k=3)\n","\n","def train_acc():\n","    return torch.mean((torch.round(model2(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n","\n","def test_acc():\n","    return torch.mean((torch.round(model2(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n","\n","results = model2.train(dataset, opt=\"LBFGS\", steps=20,\n","                      metrics=(train_acc, test_acc),\n","                      in_vars=[r'$x_1$', r'$x_2$'],\n","                      save_fig=True, img_folder=\"img_TwoLayer\")\n","results['train_acc'][-1], results['test_acc'][-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cv8fLhc243VH","executionInfo":{"status":"ok","timestamp":1717371294876,"user_tz":240,"elapsed":48436,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"91c25eb7-976a-43e7-b88e-4efdcad79544"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stderr","text":["train loss: 1.56e-01 | test loss: 1.67e-01 | reg: 6.64e+00 : 100%|██| 20/20 [00:48<00:00,  2.43s/it]\n"]},{"output_type":"execute_result","data":{"text/plain":["(0.968999981880188, 0.9670000076293945)"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["display(Image(filename='/content/img_TwoLayer/9.jpg', height=300))\n","display(Image(filename='/content/img_TwoLayer/19.jpg', height=300))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"oTkyAXoQ6UgZ","executionInfo":{"status":"ok","timestamp":1717371294877,"user_tz":240,"elapsed":20,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"44c2ad36-d2e8-496d-9da9-108899911755"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/jpeg":"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\n","text/plain":["<IPython.core.display.Image object>"]},"metadata":{"image/jpeg":{"height":300}}},{"output_type":"display_data","data":{"image/jpeg":"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\n","text/plain":["<IPython.core.display.Image object>"]},"metadata":{"image/jpeg":{"height":300}}}]},{"cell_type":"code","source":["def predict_proba_func2(X):\n","    proba = np.clip(model2(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1)\n","    return np.vstack([1 - proba, proba]).T\n","\n","def predict_func2(X):\n","    proba = np.clip(model2(torch.from_numpy(X))[:,0].detach().numpy(), 0, 1) > 0.5\n","    return proba\n","\n","pipeline = exp.make_pipeline(predict_func=predict_func2,\n","                             predict_proba_func=predict_proba_func2,\n","                             task_type=\"classification\",\n","                             train_x=train_input,\n","                             train_y=train_label,\n","                             test_x=test_input,\n","                             test_y=test_label,\n","                             feature_names=[\"x1\", \"x2\"],\n","                             target_name=\"y\")\n","exp.register(pipeline, \"KAN_TwoLayer\")"],"metadata":{"id":"BaVx9mR39G_i","executionInfo":{"status":"ok","timestamp":1717371295744,"user_tz":240,"elapsed":884,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"KAN_TwoLayer\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"4ZHiS8rM9K8J","executionInfo":{"status":"ok","timestamp":1717371295744,"user_tz":240,"elapsed":8,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"3608d4b7-afa3-477a-9e95-60df527aa224"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["           ACC      AUC       F1 LogLoss   Brier\n","                                                \n","Train   0.9690   0.9961   0.9688  0.0895  0.0233\n","Test    0.9670   0.9936   0.9667  0.1352  0.0264\n","Gap    -0.0020  -0.0025  -0.0021  0.0457  0.0031"],"text/html":["\n","  <div id=\"df-66710224-165c-4b93-896e-5c7d13ccf322\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ACC</th>\n","      <th>AUC</th>\n","      <th>F1</th>\n","      <th>LogLoss</th>\n","      <th>Brier</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Train</th>\n","      <td>0.9690</td>\n","      <td>0.9961</td>\n","      <td>0.9688</td>\n","      <td>0.0895</td>\n","      <td>0.0233</td>\n","    </tr>\n","    <tr>\n","      <th>Test</th>\n","      <td>0.9670</td>\n","      <td>0.9936</td>\n","      <td>0.9667</td>\n","      <td>0.1352</td>\n","      <td>0.0264</td>\n","    </tr>\n","    <tr>\n","      <th>Gap</th>\n","      <td>-0.0020</td>\n","      <td>-0.0025</td>\n","      <td>-0.0021</td>\n","      <td>0.0457</td>\n","      <td>0.0031</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-66710224-165c-4b93-896e-5c7d13ccf322')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-66710224-165c-4b93-896e-5c7d13ccf322 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-66710224-165c-4b93-896e-5c7d13ccf322');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-8014d1df-f1a6-4e8b-8a84-981968197bab\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8014d1df-f1a6-4e8b-8a84-981968197bab')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-8014d1df-f1a6-4e8b-8a84-981968197bab button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"exp\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \" \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Train\",\n          \"Test\",\n          \"Gap\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ACC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9690\",\n          \"0.9670\",\n          \"-0.0020\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AUC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9961\",\n          \"0.9936\",\n          \"-0.0025\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"F1\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9688\",\n          \"0.9667\",\n          \"-0.0021\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"LogLoss\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.0895\",\n          \"0.1352\",\n          \"0.0457\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Brier\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.0233\",\n          \"0.0264\",\n          \"0.0031\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"KAN_TwoLayer\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"KAN_TwoLayer\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"KAN_TwoLayer\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"tOBtMVQt9QSH","executionInfo":{"status":"ok","timestamp":1717371298676,"user_tz":240,"elapsed":2938,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"595bf1dc-9140-43d0-b3f7-a03baac2ae53"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 400x200 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# Model Comparison"],"metadata":{"id":"sDNAgJTx9Urd"}},{"cell_type":"code","source":["## Train GAM (generalized additive model) classifier\n","\n","from piml.models import GAMClassifier\n","\n","GAM = GAMClassifier()\n","GAM.fit(train_input, train_label)\n","pipeline = exp.make_pipeline(model=GAM,\n","                             task_type=\"classification\",\n","                             train_x=train_input,\n","                             train_y=train_label,\n","                             test_x=test_input,\n","                             test_y=test_label,\n","                             feature_names=[\"x1\", \"x2\"],\n","                             target_name=\"y\")\n","exp.register(pipeline, \"GAM\")"],"metadata":{"id":"I4AOdquE9q2i","executionInfo":{"status":"ok","timestamp":1717371299659,"user_tz":240,"elapsed":985,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["exp.model_diagnose(model=\"GAM\", show=\"accuracy_table\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":157},"id":"MPuhd2Og-K3q","executionInfo":{"status":"ok","timestamp":1717371299659,"user_tz":240,"elapsed":6,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"69642a2d-fcf5-41ae-fb47-908ef0811bc2"},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":["          ACC      AUC      F1 LogLoss   Brier\n","                                              \n","Train  0.9710   0.9966  0.9709  0.0735  0.0203\n","Test   0.9720   0.9955  0.9716  0.0827  0.0216\n","Gap    0.0010  -0.0011  0.0007  0.0091  0.0013"],"text/html":["\n","  <div id=\"df-52f7fcda-6f26-4800-81ad-1decd722ce7e\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ACC</th>\n","      <th>AUC</th>\n","      <th>F1</th>\n","      <th>LogLoss</th>\n","      <th>Brier</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Train</th>\n","      <td>0.9710</td>\n","      <td>0.9966</td>\n","      <td>0.9709</td>\n","      <td>0.0735</td>\n","      <td>0.0203</td>\n","    </tr>\n","    <tr>\n","      <th>Test</th>\n","      <td>0.9720</td>\n","      <td>0.9955</td>\n","      <td>0.9716</td>\n","      <td>0.0827</td>\n","      <td>0.0216</td>\n","    </tr>\n","    <tr>\n","      <th>Gap</th>\n","      <td>0.0010</td>\n","      <td>-0.0011</td>\n","      <td>0.0007</td>\n","      <td>0.0091</td>\n","      <td>0.0013</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-52f7fcda-6f26-4800-81ad-1decd722ce7e')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-52f7fcda-6f26-4800-81ad-1decd722ce7e button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-52f7fcda-6f26-4800-81ad-1decd722ce7e');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-c0f38c83-2258-4ce3-b9e8-5aeb3f9a7c25\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c0f38c83-2258-4ce3-b9e8-5aeb3f9a7c25')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-c0f38c83-2258-4ce3-b9e8-5aeb3f9a7c25 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"exp\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \" \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Train\",\n          \"Test\",\n          \"Gap\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ACC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9710\",\n          \"0.9720\",\n          \"0.0010\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AUC\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9966\",\n          \"0.9955\",\n          \"-0.0011\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"F1\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.9709\",\n          \"0.9716\",\n          \"0.0007\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"LogLoss\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.0735\",\n          \"0.0827\",\n          \"0.0091\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Brier\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"0.0203\",\n          \"0.0216\",\n          \"0.0013\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}}]},{"cell_type":"code","source":["exp.model_explain(model=\"GAM\", show=\"pfi\", figsize=(4,2))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x1\", figsize=(4,4))\n","exp.model_explain(model=\"GAM\", show=\"pdp\", uni_feature=\"x2\", figsize=(4,4))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIxjTfuL-QFg","executionInfo":{"status":"ok","timestamp":1717371300419,"user_tz":240,"elapsed":765,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"f0b5a002-3088-4fd8-bfb7-fd91b481b26d"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 400x200 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 400x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["## Compare Model Robustness subject to Covariate Noise Perturbation\n","\n","exp.model_compare(models=[\"KAN_OneLayer\", \"KAN_TwoLayer\", \"GAM\"],\n","                  show=\"robustness_perf\", metric=\"AUC\", perturb_size=0.2,\n","                  figsize=(8, 6))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"upkZQaqpIUCz","executionInfo":{"status":"ok","timestamp":1717371305700,"user_tz":240,"elapsed":5283,"user":{"displayName":"Aijun Zhang","userId":"04897292400908543781"}},"outputId":"7693e53e-8dfa-47cf-b5b0-36901158f94e"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]}]}
\ No newline at end of file
diff --git a/docs/Workshop/README.md b/docs/Workshop/README.md
index d6e76b2..d585a2a 100644
--- a/docs/Workshop/README.md
+++ b/docs/Workshop/README.md
@@ -1,5 +1,15 @@
 ## Workshop Info and Materials
 
+
+<details open>
+  <summary><h3><strong>KANs (Kolmogorov Arnold Networks) Examples Revisited</strong></h3></summary><br /> 
+
+**Codes:** 
+- <a style="text-laign: 'center'" target="_blank" href="https://colab.research.google.com/github/SelfExplainML/PiML-Toolbox/blob/main/docs/Workshop/KANs_Can't_Deal_with_Noise.ipynb">KANs Can't Deal With Noise</a>  
+- <a style="text-laign: 'center'" target="_blank" href="https://colab.research.google.com/github/SelfExplainML/PiML-Toolbox/blob/main/docs/Workshop/KANs_Can't_Beat_GAM.ipynb">KANs Can't Beat GAM</a>
+</details>  
+
+
 <details open>
   <summary><h3><strong>PiML Training, March 21-22, 2024 | Commonwealth Bank </strong></h3></summary><br />