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Expand Up @@ -286,18 +286,18 @@ I would continue adding papers to this roadmap.

## 3.7 Art

**[105]** Mordvintsev, Alexander; Olah, Christopher; Tyka, Mike (2015). "**Inceptionism: Going Deeper into Neural Networks**". Google Research. [[html]](https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html) **(Deep Dream)**
**[106]** Mordvintsev, Alexander; Olah, Christopher; Tyka, Mike (2015). "**Inceptionism: Going Deeper into Neural Networks**". Google Research. [[html]](https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html) **(Deep Dream)**
:star::star::star::star:

**[106]** Gatys, Leon A., Alexander S. Ecker, and Matthias Bethge. "**A neural algorithm of artistic style**." arXiv preprint arXiv:1508.06576 (2015). [[pdf]](http://arxiv.org/pdf/1508.06576) **(Outstanding Work, most successful method currently)** :star::star::star::star::star:
**[107]** Gatys, Leon A., Alexander S. Ecker, and Matthias Bethge. "**A neural algorithm of artistic style**." arXiv preprint arXiv:1508.06576 (2015). [[pdf]](http://arxiv.org/pdf/1508.06576) **(Outstanding Work, most successful method currently)** :star::star::star::star::star:

**[107]** Zhu, Jun-Yan, et al. "**Generative Visual Manipulation on the Natural Image Manifold**." European Conference on Computer Vision. Springer International Publishing, 2016. [[pdf]](https://arxiv.org/pdf/1609.03552) **(iGAN)** :star::star::star::star:
**[108]** Zhu, Jun-Yan, et al. "**Generative Visual Manipulation on the Natural Image Manifold**." European Conference on Computer Vision. Springer International Publishing, 2016. [[pdf]](https://arxiv.org/pdf/1609.03552) **(iGAN)** :star::star::star::star:

**[108]** Champandard, Alex J. "**Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artworks**." arXiv preprint arXiv:1603.01768 (2016). [[pdf]](http://arxiv.org/pdf/1603.01768) **(Neural Doodle)** :star::star::star::star:
**[109]** Champandard, Alex J. "**Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artworks**." arXiv preprint arXiv:1603.01768 (2016). [[pdf]](http://arxiv.org/pdf/1603.01768) **(Neural Doodle)** :star::star::star::star:

**[109]** Zhang, Richard, Phillip Isola, and Alexei A. Efros. "**Colorful Image Colorization**." arXiv preprint arXiv:1603.08511 (2016). [[pdf]](http://arxiv.org/pdf/1603.08511) :star::star::star::star:
**[110]** Zhang, Richard, Phillip Isola, and Alexei A. Efros. "**Colorful Image Colorization**." arXiv preprint arXiv:1603.08511 (2016). [[pdf]](http://arxiv.org/pdf/1603.08511) :star::star::star::star:

**[110]** Johnson, Justin, Alexandre Alahi, and Li Fei-Fei. "**Perceptual losses for real-time style transfer and super-resolution**." arXiv preprint arXiv:1603.08155 (2016). [[pdf]](https://arxiv.org/pdf/1603.08155.pdf) :star::star::star::star:
**[111]** Johnson, Justin, Alexandre Alahi, and Li Fei-Fei. "**Perceptual losses for real-time style transfer and super-resolution**." arXiv preprint arXiv:1603.08155 (2016). [[pdf]](https://arxiv.org/pdf/1603.08155.pdf) :star::star::star::star:


## 3.8 Audio
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