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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
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+*.safetensors filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
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+---
+license: mit
+size_categories:
+- 10K<n<100K
+---
+Dataset for the evaluation of data-unlearning techniques using KLOM (KL-divergence of Margins).
+
+# How KLOM works:
+KLOM works by:
+1. training N models (original models)
+2. Training N fully-retrained models (oracles) on forget set F
+3. unlearning forget set F from the original models
+4. Comparing the outputs of the unlearned models from the retrained models on different points
+  (specifically, computing the KL divergence between the distribution of _margins_ of oracle models and distribution of _margins_ of the unlearned models)
+
+Originally proposed in the work Attribute-to-Delete: Machine Unlearning via Datamodel Matching (https://arxiv.org/abs/2410.23232), described in detail in E.1.
+
+**Outline of how KLOM works:**
+![Image 5-4-25 at 9.21 PM.jpg](https://cdn-uploads.huggingface.co/production/uploads/6625510c9277b825c8c71418/RcbE1ucGOYgTnoRJmSKa4.jpeg)
+
+
+**Algorithm Description:**
+![Image 5-4-25 at 9.24 PM.jpg](https://cdn-uploads.huggingface.co/production/uploads/6625510c9277b825c8c71418/N3vJmc6rfQ5MLMjXSCIGZ.jpeg)
+
+# Structure of Data
+
+The overal structure is as follows:
+```
+full_models
+  ├── CIFAR10
+  ├── CIFAR10_augmented
+  └── LIVING17
+oracles
+└── CIFAR10
+    ├── forget_set_1
+    ├── forget_set_2
+    ├── forget_set_3
+    ├── forget_set_4
+    ├── forget_set_5
+    ├── forget_set_6
+    ├── forget_set_7
+    ├── forget_set_8
+    ├── forget_set_9
+    └── forget_set_10
+```
+Each folder has 
+
+* train_logits_##.pt - logits at the end of training for model `##` for validation points
+* val_logits_##.pt  - logits at the end of training for model `##` for train points
+* `##__val_margins_#.npy` - margins of model `##` at epoch `#` (this is derived from logits)
+* `sd_##____epoch_#.pt` - model `##` checkpoint at epoch `#`
+
+
+# How to download
+
+
+
+Create script `download_folder.sh`
+
+```
+#!/bin/bash
+REPO_URL=https://huggingface.co/datasets/royrin/KLOM-models
+TARGET_DIR=KLOM-models # name it what you wish
+FOLDER=$1  # e.g., "oracles/CIFAR10/forget_set_3"
+
+mkdir -p $TARGET_DIR
+
+git clone --filter=blob:none --no-checkout $REPO_URL $TARGET_DIR
+cd $TARGET_DIR
+git sparse-checkout init --cone
+git sparse-checkout set $FOLDER
+git checkout main
+```
+ 
+Example how to run script:
+```
+bash download_folder.sh oracles/CIFAR10/forget_set_3
+```
+
+
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