Connectionists: Deadline extension: 7th ICML Workshop on Automated Machine Learning (AutoML 2020)
Matthias Feurer
lists at matthiasfeurer.de
Fri Apr 17 08:59:19 EDT 2020
Dear all,
We would like to notify you that we extended the submission deadline for
the AutoML workshop at ICML'20 by roughly a month because because as
ICML being a virtual event, we do not need to budget time for visa
applications.
*The new submission deadline will be May 20th and the author
notification on June 17th.*
For more details, please see the email below and the workshop website
icml2020.automl.org <http://icml2020.automl.org/>
On behalf of the organizing committee,
Matthias Feurer
On 28.03.20 18:06, Frank Hutter wrote:
> Dear all,
>
> We're happy to announce the 7th ICML Workshop on Automated Machine
> Learning (AutoML), which will be held on July 17 or July 18, 2020, as
> part of the ICML conference (as a virtual event, like ICML).
>
> Machine learning has achieved considerable successes in recent years,
> but this success often relies on human experts, who construct
> appropriate features, design learning architectures, set their
> hyperparameters, and develop new learning algorithms. Driven by the
> demand for off-the-shelf machine learning methods from an ever-growing
> community, the research area of AutoML targets the progressive
> automation of machine learning aiming to make effective methods
> available to everyone. Hence, the workshop targets a broad audience
> ranging from core machine learning researchers in different fields of
> ML connected to AutoML, such as neural architecture search,
> hyperparameter optimization, meta-learning, and learning to learn, to
> domain experts aiming to apply machine learning to new types of problems.
>
> *We invite submissions on the topics of:*
>
> * Model selection, hyper-parameter optimization, and model search
> * Neural architecture search
> * Meta-learning and transfer learning
> * Bayesian optimization for AutoML
> * Evolutionary algorithms for AutoML
> * Multi-fidelity optimization
> * Predictive models of performance
> * Automatic feature extraction / construction
> * Automatic data cleaning
> * Automatic generation of workflows / workflow reuse
> * Automatic problem "ingestion" (from raw data and miscellaneous
> formats)
> * Automatic feature transformation to match algorithm requirements
> * Automatic acquisition of new data (active learning,
> experimental design)
> * Automatic report generation (providing insight on automatic
> data analysis)
> * Automatic selection of evaluation metrics / validation procedures
> * Automatic selection of algorithms under time/space/power
> constraints
> * Automatic construction of fair and unbiased machine learning
> models
> * Automation of semi-supervised and unsupervised machine learning
> * Demos of existing AutoML systems
> * Robustness of AutoML systems (w.r.t. Randomized algorithms,
> data, hardware etc.)
> * Human-in-the-loop approaches for AutoML
> * Learning to learn new algorithms and strategies
> * Hyperparameter agnostic algorithms
>
> *Submission Format*
>
> We welcome submissions of up to 6 pages in JMLR Workshop and
> Proceedings format (plus 10 pages for references and appendix). All
> accepted papers will be presented as posters. We will invite the 2-3
> best papers for an oral plenary presentation. We will provide PDFs of
> accepted papers on http://icml2020.automl.org/, but there will be no
> archival proceedings. For submission details please see the submission
> page.
>
> *Remark on COVID-19*
>
> Due to the Covid-19 pandemic, ICML will be an entirely virtual
> conference this year (https://icml.cc/Conferences/2020/VirtualICML),
> and the AutoML workshop will follow suit. We are in contact with the
> ICML organizers about how this will pan out exactly and will inform
> you as soon as possible. We provide up-to-date information on
> http://icml2020.automl.org
>
> *Keynote Speakers*
>
> * Alex Smola (Director, Amazon Web Services)
> * Mihaela van der Schaar (Professor of Machine Learning,
> Artificial Intelligence and Medicine at the University of Cambridge)
> * Neil Lawrence (DeepMind Professor of Machine Learning at the
> University of Cambridge and visiting Professor at the University
> of Sheffield)
>
> **
>
> *Organization*
> Katharina Eggensperger, Matthias Feurer, Frank Hutter, Marius
> Lindauer, and Joaquin Vanschoren and Charles Weill
>
> *Location*
>
> The 7th ICML workshop on AutoML will be co-located with the 37th
> International Conference on Machine Learning (ICML 2020) and will take
> place on July 17th or 18th.*
> *
>
> *Important Dates*
>
> Deadline: April 23rd (Anywhere on earth)
> Notification: May 25th (Anywhere on earth)
>
> On behalf of the organizing committee,
> Frank Hutter
>
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