add week 2 scientific paper proposal by kohsuke and vitell (#2699)

* add week 2 scientific paper proposal by kohsuke and vitell

* Rename Readme.md to README.md

* move title to text under title "Title"

* change to a paper about RL in web testing

Author: evitell

contributions/scientific-paper/week2/kohsuke-vitell/README.md

@@ -0,0 +1,25 @@
+# Assignment Proposal
+
+## Title
+Automatic Web Testing Using Curiosity-Driven Reinforcement Learning
+
+## Names and KTH ID
+
+  - Kohsuke Sonoda (kohsuke@kth.se)
+  - Elias Vitell (vitell@kth.se)
+
+## Deadline
+- Week 2
+
+## Category
+- Scientific paper
+
+## Description
+
+We want to present the paper _Automatic Web Testing Using Curiosity-Driven Reinforcement Learning_ by Zheng, Liu, Xie, Ma and Hao. The authors propose web testing framework, called WebExplor, that uses curiosity driven reinforcement learning to create automatic tests for web applications. They compare WebExplor with existing web testing methods and find that failure detection is significantly better.
+
+The paper can be found here: [link to paper](https://ieeexplore.ieee.org/abstract/document/9402046).
+
+**Relevance**
+
+The framework proposed in the paper can be used to create better automated test for web applications than prevoius frameworks and methods could. Thus it is highly relevant for the the subject of automated testing.