diff --git a/assets/projects/papers/Unlearning_through_Data_Attribution.pdf b/assets/projects/papers/Unlearning_through_Data_Attribution.pdf
new file mode 100644
index 0000000..e7fbd6d
Binary files /dev/null and b/assets/projects/papers/Unlearning_through_Data_Attribution.pdf differ
diff --git a/professional.md b/professional.md
index 79b6dc7..cbe9de9 100644
--- a/professional.md
+++ b/professional.md
@@ -17,7 +17,12 @@ permalink: /professional/
 * [NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation, 2022.](https://arxiv.org/abs/2112.02721)
 * A. Tamaskar, **R. Rinberg**, S. Chakraborty, B. Mishra: ["Creolizing the Web"](https://arxiv.org/abs/2102.12382). 2021.
 
-## Projects and Preprints
+## Preprints
+* [Data Attribution-Guided Machine Unlearning]({{site.url}}/assets/projects/papers/Unlearning_through_Data_Attribution.pdf) (Co- First Author ) Accepted to GenLaw Workshop, full paper coming.
+* [Beyond Laplace and Gaussian: Exploring the Generalized Gaussian Mechanism for Private Machine Learning](https://openreview.net/pdf?id=JG9PoF8o07) (First Author )
+
+
+## Projects 
 * Pre-Print: Improvements and Analysis of Private Ensemble-Based Federated Learning (available upon request)
 * [Privacy When Everyone is Watching : Privacy on the Blockchain in the Presence of KYC laws]({{site.url}}/assets/projects/courses/privacy_policy_2021/privacy_policy_final.pdf)
 * [Multi-party Computation (MPC) and Trustless Wage Sharing explainer ]({{site.url}}/assets/projects/courses/privacy_policy_2021/privacy_policy_hw3.pdf)