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Workshop on Causal Reasoning and Explanation in Logic Programming
CALL FOR PAPERS
*** CAUSAL 2020 ***
(September 17 or 18, 2020)
Workshop on Causal Reasoning and Explanation in Logic Programming
CAUSAL 2020 is a workshop co-located with ICLP 2020
in University of Calabria, Rende, Italy.
CAUSAL 2020 IMPORTANT DATES
-----------------------
* Paper submission: July 15th 2020
* Notification: July 30th 2020
* Final Versions: August 15th 2020
* Workshop Date: September 17th or 18th 2020
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Sophisticated causal reasoning has long been prevalent in human society and
continues to have an undeniable impact on the advancement of science,
technology, medicine, and other significant fields. From the development of
ancient tools to modern roots of causal analysis in business and industry,
reasoning about causality and having the ability to explain causal
mechanisms
enables us to identify how an outcome of interest came to be and gives
insight into how to bring about, or even prevent, similar outcomes in future
scenarios.
This workshop aims to bring together researchers and practitioners of
logic programming with a dedicated focus on methods and trends emerging from
the study of causality and explanation. We welcome the submission of papers
on
systems, tools, and applications of logic programming methods for causal
reasoning and explanation. In particular, we encourage submissions
presenting
recent developments, including works in progress. The workshop will present
the latest research and application developments in these areas and provide
opportunities to discuss current and future research directions and
relationships to other fields (e.g. Machine Learning, Explainable AI,
Diagnosis,
Natural Language Processing and Understanding, Philosophy of Science). An
important
expected outcome of this workshop is to collect first-hand feedback from
the ICLP
community about the role and placement of causal reasoning and explanation
in
the landscape of modern computer theory as well as in the software industry.
TOPICS
------
Topics of interests include (but are not limited to):
* Modeling causal theories in logic programming
* Formalization of types of causes: sufficient, necessary, actual, etc
* Causality, temporal reasoning and action theories
* Causality and counterfactual reasoning
* Causality, learning and experimental design
* Causality and probability
* Causality and equivalence
* Causality and ontology
* Relating LP based causality and Causal Networks
* Challenging problems and benchmark examples
* Justifications and argumentation
* Explanations for diagnosis and debugging
* Tools, systems and applications
Submissions must describe original research and be prepared using the
Springer
LNAI/LNCS format and should be no longer than 13 pages.
https://www.springer.com/gp/authors-editors/conference-proceedings/conference-proceedings-guidelines
Please submit your paper via EasyChair:
https://easychair.org/my/conference?conf=causal2020
At least one co-author of each accepted paper must register for and
attend the workshop.
Please check the ICLP 2020 website for registration procedure and fees.
https://iclp2020.unical.it/
ORGANIZERS
----------
Emily LeBlanc, US Naval Research Lab, USA, [email protected]
Joost Vennekens, KU Leuven, Belgium
Tran Cao Son, New Mexico State University, USA
Pedro Cabalar, Corunna University, Spain
Jorge Fandiño, University of Potsdam, Germany
Marcello Balduccini, Saint Joseph's University, USA
Yuliya Lierler, University of Nebraska at Omaha, USA
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