Update README.md

README.md

@@ -1,3 +1,20 @@
----
-license: cc0-1.0
----
+---
+license: cc0-1.0
+---
+
+A Reber sequence is a grammar string made of finite states, in simple words, formed by using a confined set of characters. In the research paper that proposed the [LSTM](https://dl.acm.org/doi/10.1162/neco.1997.9.8.1735), the authors use embedded Reber grammar due to its short time lags.
+
+[Here](https://drive.google.com/file/d/1ZFcCZsmC_2zMGuDG4X8GHYxKDpErfb4a/view) is the chapter from my Master's thesis that briefly explains the dataset, and also includes various plots about its statistics.
+
+**Data visualiations available at [about_reber](https://www.kaggle.com/harshildarji/about-reber).**
+
+**Master's thesis**: [Investigating Sparsity in Recurrent Neural Networks](https://arxiv.org/abs/2407.20601)
+
+```
+@article{darji2024investigating,
+  title={Investigating Sparsity in Recurrent Neural Networks},
+  author={Darji, Harshil},
+  journal={arXiv preprint arXiv:2407.20601},
+  year={2024}
+}
+```