Connectionists: [CfP] Special Session: Learning Representations for Structured Data - WCCI 2020

filippo bianchi filippombianchi at gmail.com
Fri Dec 27 09:19:56 EST 2019


Dear colleagues,

we are organizing a special session at the upcoming WCCI 2020 conference. The
details are in the following.

------------------------------

*Learning Representations for Structured Data*

2020 IEEE World Congress on Computational Intelligence (WCCI 2020)
Glasgow (UK), 19 - 24th July, 2020 - https://wcci2020.org/

*DESCRIPTION:*

The special session focuses on learning representation for structured data
such as sequences, trees, graphs, and relational data. Topics that are of
interest to this session include, but are not limited to:

   -

   Deep learning and representation learning for graphs
   -

   Learning with network data
   -

   Graph generation (probabilistic models, variational autoencoders,
   adversarial training, …)
   -

   Graph reduction and pooling in Graph Neural Networks
   -

   Adaptive processing of structured data (neural, probabilistic, kernel)
   -

   Recurrent, recursive and contextual models
   -

   Tensor methods for structured data
   -

   Reservoir computing and randomized neural networks for structures
   -

   Relational deep learning
   -

   Learning implicit representations
   -

   Applications of adaptive structured data processing: e.g. Natural
   Language Processing, machine vision (e.g. point clouds as graphs),
   materials science, chemoinformatics, computational biology, social networks.

*Important Dates*

   -

   *Paper Submissions*: January 15, 2020
   -

   *Paper Acceptance Notifications*: March 30, 2020
   -

   *Conference:* July 19-24, 2020


*Paper Submission *Papers submitted to this Special Session are reviewed
according to the same rules as the submissions to the regular sessions of
WCCI 2020. Authors who submit papers to this session are invited to mention
it in the form during the submission. Submissions to regular and special
sessions follow identical format, instructions, deadlines and procedures of
the other papers.


*Organizers *Davide Bacciu, University of Pisa
Nicolò Navarin, University of Padova
Filippo Maria Bianchi, Norwegian Research Centre
Thomas Gärtner, TU Wien
Alessandro Sperduti, University of Padova


*Contacts and information *Web page:
https://sites.google.com/view/lr4sd20/home
emails: bacciu at di.unipi.it - nnavarin at math.unipd.it
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