Update README: add mascot image, fix citation author order, add KLOM paper citation

README.md

@@ -8,6 +8,10 @@ tags:
   - benchmarks
 ---
 
+<p align="center">
+  <img src="https://raw.githubusercontent.com/easydub/EasyDUB-code/main/assets/easydub.png" width="200" alt="EasyDUB mascot">
+</p>
+
 ## EasyDUB Dataset
 
 Precomputed CIFAR-10 data for KLOM (KL-divergence of Margins) evaluation of data-unlearning methods.
@@ -164,11 +168,25 @@ Pretrain models are trained on the full CIFAR-10 training set. Oracle models are
 If you use EasyDUB in your work, please cite:
 
 ```bibtex
-@inproceedings{puigdemont2025dataunlearnbench,
+@inproceedings{rinberg2025dataunlearnbench,
   title     = {Data-Unlearn-Bench: Making Evaluating Data Unlearning Easy},
-  author    = {Puigdemont, Pol and Rinberg, Roy and Pawelczyk, Martin and Cevher, Volkan},
+  author    = {Rinberg, Roy and Puigdemont, Pol and Pawelczyk, Martin and Cevher, Volkan},
   booktitle = {MUGEN Workshop at ICML},
   year      = {2025},
 }
 ```
 
+EasyDUB builds on the KLOM metric introduced in:
+
+```bibtex
+@misc{georgiev2024attributetodeletemachineunlearningdatamodel,
+  title         = {Attribute-to-Delete: Machine Unlearning via Datamodel Matching},
+  author        = {Kristian Georgiev and Roy Rinberg and Sung Min Park and Shivam Garg and Andrew Ilyas and Aleksander Madry and Seth Neel},
+  year          = {2024},
+  eprint        = {2410.23232},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.LG},
+  url           = {https://arxiv.org/abs/2410.23232},
+}
+```
+