ISTM2022: First International Symposium on the Tsetlin Machine University of Agder Grimstad, Norway, June 20-21, 2022 |
Conference website | https://istm.no/ |
Submission link | https://easychair.org/conferences/?conf=istm2022 |
Submission deadline | March 18, 2022 |
The emerging paradigm of Tsetlin machines makes a fundamental shift from arithmetic-based to logic-based machine learning. At the core, finitestate machines, based on learning automata, learn patterns using logical clauses, and these constitute a global description of the task learnt. In this way, the Tsetlin machine introduces the concept of logical interpretable learning, where both the learned model and the process of learning are easy to follow and explain. As a result, it reduces the expertise needed to apply ML techniques efficiently in various domains. The paradigm has enabled competitive accuracy, scalability, memory footprint, inference speed, and energy consumption across diverse tasks, including classification, convolution, regression, natural language processing (NLP), and speech understanding.
Topics of Interest
Topics of interest include (but are not limited to):
• Tsetlin Machines
• Learning automata
• Novel AI Algorithms
• Explainable and Interpretable AI
• Energy-efficient AI Systems Design
• New AI Applications including signal and image processing
• Intelligent Data Preprocessing
Submission Guidelines
All papers must be original and not simultaneously submitted to another journal or conference.
We request the authors to prepare their papers according to the Latex or Microsoft Word templates found at IEEE Manuscript Templates for Conference Proceedings. Examples of templates can be found here: https://www.ieee.org/conferences/publishing/templates.html
All papers are refereed through a single blind process. All papers must be submitted online (EasyChair);
https://easychair.org/conferences/?conf=istm2022
All submitted papers will be rigorously reviewed. All accepted papers will be made available in IEEE Xplore and external indexing services (DBLP database, ZB1Math/CompuServe, IO-Port, EI, Scopus, INSPEC, ISI proceeding – pending approval).
Important dates
- Paper Submission deadline:
March 4, March 18, 2022 - Notification to authors: April 22, 2022
- Camera-ready submission deadline: May 20, 2022
Committees
General Co-Chairs
- Ole-Christoffer Granmo, University of Agder, Norway
- Rishad Shafik, Newcastle University, UK
Program Co-Chairs
- Lei Jiao, University of Agder, Norway
- Vladimir Zadorozhny, University of Pittsburg, USA
Local Arrangements Committee
- Ole-Christoffer Granmo, University of Agder, Norway
- Lei Jiao, University of Agder, Norway
- Elisabeth Rasmussen, University of Agder
Contact
All questions about submissions should be emailed to pc@istm.no.