ADGN-20

First workshop on Applied Deep Generative Networks

A workshop at ECAI20. Santiago de Compostela, Galicia, Spain.

Generative models are widely used in many subfields of AI and Machine Learning. More recently generative models using deep learning have been employed in a creative manner to generate new media (images, text and music) but they have also been applied to areas such as drug discovery and data anonymisation.

This workshop will focus on research problems related to the practical use of deep generative models in the real world.

ADGN proceedings will be published in CEUR Workshop Proceedings series.

We may create a post-workshop publication of extended versions of the workshop papers in the form of an edited book.

Topics of interest include:

- Building effective deep generative models with small datasets.

- Exploring the latent space.

- Generative models for classic tabular data.

- Including human feedback to enhance performance

- New loss functions

- Deep Generative models in the health domain

- Deep Generative models in the financial domain

- Deep Generative models for data privacy and anonymisation.

Workshop submissions will be in the form of short papers describing recent scientific work or demonstration papers describing deep generative networks systems that have been successfully applied to a real world domain. It is planned to have a session which covers the presentation of the papers, a session on the demos and a final panel discussion session on current problems and future directions for the area.

Submission Guidelines

All papers must be original and not simultaneously submitted to another journal or conference.

Short papers (4-6 pages)
Demonstration paper (4 pages)

Workshop submissions will be in the form of short papers describing recent scientific work or demonstration papers describing deep generative networks systems that have been successfully applied to a real world domain.

ADGN proceedings will be published in CEUR Workshop Proceedings series.

We may create a post-workshop publication of extended versions of the workshop papers in the form of an edited book.

Dates:

February 28th, 2020: deadline for paper submission
MARCH 20TH - PAPER DEADLINE
April 27th notification.
June 9th workshop.

Submissions