CAWS 2021 : Causal Analysis Workshop Series
Call For Papers
Submissions open until May 10, 2021
The Causal Analysis Workshop Series (CAWS) is requesting papers! Learn more about CAWS at cawsnetwork.com. CAWS 2021 will be held on July 16, 2021. CAWS 2021 will be occurring online due to limitations imposed by the global pandemic.
CAWS promotes the development and application of causal discovery and related methods, identifies challenges in causal inference and causal discovery that require the development of new causally informed algorithms and statistical procedures, guides the field of causal analysis towards establishing best practices, and provides a venue for causal analysis researchers to share and communicate their findings.
Some examples of appropriate research topics are:
Development/improvement of automated causal modeling methods
Application or evaluation of automated causal modeling methods
Causal effect estimation by data driven causal structure discovery
Predictive modeling applications guided by causal structure discovery
Causal discovery leveraging combined information in prior knowledge, using data from multiple different sources, data types, measurement granularity, and data distributions
Automated identification of optimal interventions from discovered causal models
Works in progress are encouraged!
Full Paper: maximum 12 pages
Extended Abstract: maximum 3 pages
Use the PMLR paper style (https://ctan.org/tex-archive/macros/latex/contrib/jmlr), papers do not need to be blinded. Authors of accepted Full Papers will be invited to give a virtual talk, and authors of accepted Extended Abstracts will be invited to present a virtual poster. Authors of accepted Full Papers can choose to include a revised version of their paper in a special issue of Proceedings of Machine Learning Research (http://proceedings.mlr.press/).
Please feel free to contact the organizers for more information!
Submission deadline: May 24, 2021
Decision of acceptance: June 10, 2021
Conference Date: July 16, 2021
Camera Ready version for the proceedings: August 16, 2021
Submission is through EasyChair https://easychair.org/conferences/?conf=caws2021