------------------------------------------------------------------------------------- 4th International Conference on Learning Representations - Workshop Track (ICLR 2016) ------------------------------------------------------------------------------------- Website: http://www.iclr.cc/ Workshop Track - Extended abstract deadline: February 18th, 2016 Location: Caribe Hilton, San Juan, Puerto Rico, May 2-4, 2016 Overview -------- It is well understood that the performance of machine learning methods is heavily dependent on the choice of data representation (or features) on which they are applied. Despite the importance of representation learning to machine learning and to application areas such as vision, speech, audio and NLP, there was no venue for researchers who share a common interest in this topic. The goal of ICLR has been to help fill this void. A non-exhaustive list of relevant topics: - unsupervised, semi-supervised, and supervised representation learning - metric learning and kernel learning - dimensionality expansion - sparse modeling - hierarchical models - optimization for representation learning - learning representations of outputs or states - implementation issues, parallelization, software platforms, hardware - applications in vision, audio, speech, natural language processing, robotics, neuroscience, or any other field ICLR features two tracks: a Conference Track and a Workshop Track. However, this year, conference and workshop submissions are reviewed separately, in two different periods. With the Conference Track already under way, this call for extended abstract is in relation to the Workshop Track. Extended abstracts submitted to the Workshop Track should be 2-3 pages long (excluding references) and describe late-breaking developments. This track is meant to carry on the tradition of the former Snowbird Learning Workshop. These contributions are considered as workshop papers (and can be published elsewhere). They will be lightly reviewed by ICLR reviewers. Note that some of the conference submissions that are not accepted to the Conference Track will also be invited to be presented under the Workshop Track. ICLR Submission Instructions - Workshop Track --------------------------------------------- By February 18th, 2016, 2:00 PM Pacific Standard time, authors must submit the PDF of their extended abstract to openreview. For more information on preparing your extended abstract, including style files and the URL for the openreview ICLR 2016 Workshop Track website, please see http://www.iclr.cc/doku.php?id=iclr2016:main Acceptance decisions of extended abstract will be sent by March 28th. At least one author of each accepted extended abstract will be required to register to the ICLR event and present their work in poster format. Organizers ---------- Yoshua Bengio, Université de Montreal, General Chair Yann LeCun, New York University and Facebook, General Chair Hugo Larochelle, Twitter and Université de Sherbrooke, Senior Program Chair Brian Kingsbury, IBM Watson Group, Program Chair Samy Bengio, Google, Program Chair Contact ------- The organizers can be contacted at iclr2016.programchairs@gmail.com