feedback round I

Author: sayakpaul

research/README.md

@@ -45,17 +45,12 @@ certain TensorFlow versions or Python versions.
 [[4] A. Pakman, Y. Wang, C. Mitelut, J. Lee, L. Paninski. "Neural Clustering
 Processes." ICML 2020](https://arxiv.org/abs/1901.00409)
 
-`third_party` directory contains research project contributions from the open source
-community. 
-
 ## [Denoised Smoothing: A Provable Defense for Pretrained Classifiers](third_party/denoised_smoothing)
 
-
 The implementations of Denoised Smoothing [5] are provided in the
-`neural_clustering` folder on a strict "as is" basis, without warranties or
+`third_party/denoised_smoothing` folder on a strict "as is" basis, without warranties or
 conditions of any kind. Also, these implementations may not be compatible with
 certain TensorFlow versions or Python versions.
 
 [[5] H. Salman, M.Sun, C. Mitelut, G. Yang, A. Kapoor., Z. Kolter "Denoised Smoothing:
 A Provable Defense for Pretrained Classifiers." NeurIPS 2020](https://arxiv.org/abs/2003.01908)
-