updated readme to reflect CI

README.md

@@ -1,39 +1,39 @@
-# JGNN
+# JGNN 
 
-A native Java library for Graph Neural Networks.
+A native Java library for graph neural networks. 
 
-# :dart: About
+## :dart: About
 
-Graph Neural Networks (GNNs) are getting more and more popular;
+Graph Neural Networks (GNN) are getting more and more popular;
 they can reason from relational information and perform inference from small datasets.
-JGNN implements GNNs for native Java applications to supports cross-platform machine
-learning, such as on Android, without dedicated hardware or firmware.
-
-* [Tutorials](tutorials/README.md)
-* [Javadoc](https://mklab-iti.github.io/JGNN/)
-
-# :rocket: Setup and features
-
-Find the latest nightly release as as JAR from [here](https://github.com/MKLab-ITI/JGNN/releases/latest/download/JGNN.jar).
-Download this and add it in your project's dependencies.
-To install the latest stable version, include it as a Maven or Gradle dependency 
-by following the instructions of its JitPack distribution:
-[![](https://jitpack.io/v/MKLab-ITI/JGNN.svg)](https://jitpack.io/#MKLab-ITI/JGNN)
+JGNN provides implementations that do not require dedicated hardware or firmware.
 
 * Cross-platform (written in native java)
 * Lightweight
 * Minimal memory footprint
 * Parallelized batching
 * [Neuralang](tutorials/Neuralang.md) scripting language for model definition
 
+## :rocket: Setup and links
 
-# :thumbsup: Contributing
+Get the JAR file for a specific version from the project's releases
+[releases](https://github.com/MKLab-ITI/JGNN/releases). Add this to your dependencies.
+Alternatively, include the latest nightly version as a Maven or Gradle dependency 
+by following the instructions of the JitPack distribution:
 
-Feel free to contribute in any way, for example through the [issue tracker](https://github.com/MKLab-ITI/JGNN/issues). In addition to bug reports, requests for features and clarifications are welcome. Please check out the [contribution guidelines](CONTRIBUTING.md) when bringing modifications to the code base.
-
+[![](https://jitpack.io/v/MKLab-ITI/JGNN.svg)](https://jitpack.io/#MKLab-ITI/JGNN)
 
 
-# :notebook: Citation
+:cyclone: [Tutorials](tutorials/README.md)<br>
+:cyclone: [Javadoc](https://mklab-iti.github.io/JGNN/)
+
+
+## :thumbsup: Contributing
+
+Feel free to contribute in any way, for example through the [issue tracker](https://github.com/MKLab-ITI/JGNN/issues). In addition to bug reports, requests for features and clarifications are welcome.
+
+
+## :notebook: Citation
 
 ```
 @article{krasanakis2023101459,
@@ -49,12 +49,15 @@ Feel free to contribute in any way, for example through the [issue tracker](http
 }
 ```
 
-# :cyclone: Changes since 1.0.0
+<details>
+<summary> <b>Changes since the publication's v1.0.0</b> </summary>
 
-* [Neuralang](tutorials/Neuralang.md)
+* Introduced [Neuralang](tutorials/Neuralang.md)
 * Autosized parameteters
 * Up to 30% less memory 
-* Up to 90% less running time
+* Up to 80% less running time
 * Renamed `GCNBuilder` to `FastBuilder`
 * Neighbor attention and message passing
-* Sort pooling and graph classification
+* Sort pooling and graph classification
+
+</details>