SPARK 2022 - Scheduling and Planning Applications woRKshop

Application domains that contain planning and scheduling (P&S) problems present a set of interesting challenges to the AI planning and scheduling community - from modelling to technical to institutional issues. New real-world domains and problems are becoming increasingly affordable for AI and P&S techniques. The international Scheduling and Planning Applications woRKshop (SPARK) series was established to foster the practical application of advances made in the AI P&S community.
Workshop aim
The workshop series aims to provide a stable forum on relevant topics connected to application-focused research and the deployment of P&S systems. The immediate legacy began in 2007 with the ICAPS'07 Workshop on `Moving Planning and Scheduling Systems into the Real World’, and continued in 2008-2020 with successful yearly editions. 2022 is the 15th edition of SPARK.
The websites of the previous editions of SPARK are available at http://decsai.ugr.es/~lcv/SPARK. These workshops presented a stimulating environment where researchers could discuss the opportunity and challenges in moving P&S developments into practice, and analyze domains and problem instances under study for, or closely inspired by, real industrial/commercial deployment of P&S techniques.
The challenges and discussions that emerged in the last years' editions set the baseline for this year's SPARK workshop. A goal of the workshop series is the definition of a longer term set of challenges that could be of benefit for the research community as well as practitioners. SPARK is the ideal incubator to test, discuss, mature and improve potential papers for that main track with the feedback of an excellent audience, and a great place for the inception of new applications and challenges.
Authors of accepted papers will be encouraged to share their domains and instances, or parts of them, towards a library of practical benchmarking problems that could also be useful for the community.
Accepted papers will be presented in plenary or poster sessions during the workshop. Each presented paper will receive comments from a designated moderator, in order to start the discussion at the workshop.
Topics
Starting from the results of the previous editions, SPARK-2022 will deepen the debate on application-relevant aspects of P&S theory and practice, with the aim of reporting and discussing experiences relating to deploying P&S systems.
Topics of the workshop include, but are not limited to:
Novel domains and benchmark or challenge problems
Experiences in deploying P&S systems, from their conception to their maturity in practice
Comparison with previously existing technologies and/or systems
Integration of operational knowledge from existing legacy components
Integration of multiple sources of knowledge and reasoning schemes (actions, time, resources)
Modeling and domain model acquisition
Handling dynamic and uncertain sources of knowledge
Algorithmic and technological issues
Plan execution and replanning
Mixed initiative approaches
User interface design, visualization and explanation
Machine learning methodologies applied to P&S systems
Engineering, deployment, and maintenance
Evaluation, testing, and validation
Assessment of impact on end users
Submission information
Submissions may be regular papers (up to 8 pages plus references) or short position papers (up to 2 pages, including references). All papers should conform to the AAAI formatting guidelines and style (except the AAAI copyright notice can be removed). Submissions will be reviewed by at least three referees. SPARK-2022 will be double blind and submissions must be anonymous and not contain author information.
Submissions, in PDF format, must be submitted via the EasyChair site: https://easychair.org/conferences/?conf=spark2022
The site is open for submissions!
Proceedings and Special Issue
SPARK-2022 proceedings will be published in the CEUR-WS Workshop Proceedings series. We are also investigating the possibility of a special issue of an international journal.
Diversity
The SPARK workshop has a positive history of diversity within the organising committee, programme committee and attendees, including individuals of different gender, race, nationality, and at different stages in their career. However, to ensure SPARK remains and progresses to being more diverse, part of the organiser's responsibility this year will be to ensure that SPARK has:
A programme committee that has true diversity, consisting of an equal split of gender and inclusion of under-represented gender identifications, where possible and without positive discrimination. A maximum of three reviewers from any country. This will be done based on the country of their main residing organisation. Of the three, there must only be one member for the career stages of: Early, Established, Leading.
Papers are reviewed double-blind in an attempt to ensure all submitted papers are fairly reviewed and unconscious bias is minimised.
Presentations by accepted papers will be prioritised and balanced throughout the sessions to ensure diversity is throughout SPARK sessions.
Diversity information will be collected on submitted papers, accepted papers, programme committee, and attendees. We will ensure consent is granted before information is collected and anonymised. We plan to publish abstract statistics as part of the SPARK proceedings to ensure transparency and as comparative future measure.
Important dates
Paper submission: Friday 18 March, 2022
Notification of acceptance/rejection: Friday 15 April, 2022
Camera-ready paper submissions: Friday 10 June, 2022
Workshop date: 19-24 June (exact date TBD), 2022
Organization
Riccardo De Benedictis, National Research Council of Italy, IT
Simon Parkinson, University of Huddersfield, UK
Marco Roveri, University of Trento, IT
Sabine Storandt, Universität Konstanz, DE