DDE-1/Generative-learning.md

@@ -32,28 +32,46 @@ _C. Ates_
 * [Using TensorFlow 2.0 to Compose Music](https://www.datacamp.com/community/tutorials/using-tensorflow-to-compose-music)
 * []()
 
-Colab notebooks:
+_Colab notebooks:_
 
 * [Making music with Magenta](https://colab.research.google.com/notebooks/magenta/hello_magenta/hello_magenta.ipynb)
 
 
 ## Research papers:
 
-**Science**
+**Methods and techniques**
 
+*[Wasserstein GAN](https://arxiv.org/abs/1701.07875)
+*[method to stabilize GAN](https://arxiv.org/pdf/1611.02163.pdf)
+*[GANs for Improved Quality, Stability, and Variation](https://arxiv.org/abs/1710.10196)
+*[The Earth Mover's Distance](http://infolab.stanford.edu/pub/cstr/reports/cs/tr/99/1620/CS-TR-99-1620.ch4.pdf)
+*[Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer](https://openreview.net/forum?id=S1fQSiCcYm)
+*[]()
+*[]()
+*[]()
+
+**Science applications**
+
+*[Failure Prediction](https://arxiv.org/abs/1910.02034)
 *[Predict single-cell perturbation response across4
 cell types, studies and species](https://www.biorxiv.org/content/10.1101/478503v2.full.pdf)
 
-**Art**
+**Art applications**
 
 *[Jukebox: A Generative Model for Music](https://cdn.openai.com/papers/jukebox.pdf)
 *[Generating Art using GANs](https://blog.jovian.ai/generating-art-with-gans-352ceef3d51f)
 * [Neural networks for music: a journey through its history](http://www.jordipons.me/neural-networks-for-music-history/)
+* [Deep Learning Techniques for Music Generation](http://www-desir.lip6.fr/~briot/dlt4mg/Related_Resources/)
+* [Composing Music With Recurrent Neural Networks](https://www.danieldjohnson.com/2015/08/03/composing-music-with-recurrent-neural-networks/)
+* [Music generation with variational recurrent autoencoder supported by history](https://link.springer.com/article/10.1007/s42452-020-03715-w)
+* [music generation controlled by tonal tension](https://arxiv.org/abs/2010.06230)
+* [An intelligent music generation based on Variational Autoencoder](https://ieeexplore.ieee.org/document/9262797)
 
 ## Music datasets
 
 * [Mutopia](https://www.mutopiaproject.org/)
 * [GTZAN Dataset](https://www.kaggle.com/andradaolteanu/gtzan-dataset-music-genre-classification?select=Data)
-* [Deep Learning Techniques for Music Generation](http://www-desir.lip6.fr/~briot/dlt4mg/Related_Resources/)
-* [Composing Music With Recurrent Neural Networks](https://www.danieldjohnson.com/2015/08/03/composing-music-with-recurrent-neural-networks/)
 
+## Videos
+
+* [Ian Goodfellow: Adversarial Machine Learning (ICLR 2019 invited talk)](https://www.youtube.com/watch?v=sucqskXRkss)