Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

https://github.com/cair/awesome-tsetlin-machine

A curated list of Tsetlin Machine research
https://github.com/cair/awesome-tsetlin-machine

List: awesome-tsetlin-machine

Last synced: 3 months ago
JSON representation

A curated list of Tsetlin Machine research

Awesome Lists containing this project

README 

        
# Awesome Tsetlin Machine

A curated list of Tsetlin Machine research



## Table of Contents



* **[Books](#Books)**



* **[Conferences](#Conferences)**



* **[Papers](#Papers)**  



* **[Courses](#Courses)**



* **[Doctoral Theses](#Doctoral-Theses)**



* **[Implementations](#Implementations)**



* **[Videos and Lectures](#Videos-and-lectures)**  



* **[Researchers](#Researchers)**  



* **[Contributing](#Contributing)** 



### Books

1. [An Introduction to Tsetlin Machines](https://tsetlinmachine.org/) by Ole-Christoffer Granmo (2021)



### Conferences

1. [International Symposium on the Tsetlin Machine (ISTM)](https://istm.no) [Proceedings [2022](https://ieeexplore.ieee.org/xpl/conhome/9923753/proceeding)]



### Papers

1. [The Tsetlin Machine -- A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic](https://arxiv.org/abs/1804.01508) [[Code](https://github.com/cair/TsetlinMachine)]

2. [Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling](https://proceedings.mlr.press/v139/abeyrathna21a.html) [[Code](https://github.com/cair/PyTsetlinMachineCUDA)]

3. [Resilient Biomedical Systems Design Under Noise using Logic based Machine Learning](https://www.frontiersin.org/articles/10.3389/fcteg.2021.778118)

4. [Using Tsetlin Machine to discover interpretable rules in natural language processing applications](https://onlinelibrary.wiley.com/doi/full/10.1111/exsy.12873)

5. [A multi-step finite-state automaton for arbitrarily deterministic Tsetlin Machine learning](https://onlinelibrary.wiley.com/doi/10.1111/exsy.12836)

6. [On the Convergence of Tsetlin Machines for the IDENTITY- and NOT Operators](https://ieeexplore.ieee.org/document/9445039)

7. [Low-Power Audio Keyword Spotting Using Tsetlin Machines](https://www.mdpi.com/2079-9268/11/2/18)

8. [Robust Interpretable Text Classification against Spurious Correlations Using AND-rules with Negation](https://www.ijcai.org/proceedings/2022/616)

9. [Logic-based AI for Interpretable Board Game Winner Prediction with Tsetlin Machine](https://arxiv.org/abs/2203.04378)

10. [ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification](http://www.lrec-conf.org/proceedings/lrec2022/pdf/2022.lrec-1.401.pdf)

11. [Explainable Tsetlin Machine Framework for Fake News Detection with Credibility Score Assessment](http://www.lrec-conf.org/proceedings/lrec2022/pdf/2022.lrec-1.523.pdf)



### Courses



1. [Learning Systems](https://www.uia.no/en/studieplaner/topic/IKT457-G)



### Doctoral Theses



1. [Novel Tsetlin Machine Mechanisms for Logic-based Regression and Classification with Support for Continuous Input, Clause Weighting, Confidence Assessment, Deterministic Learning, and Convolution](https://uia.brage.unit.no/uia-xmlui/handle/11250/2990166) by [Darshana Abeyrathna](https://www.linkedin.com/in/darshana-abeyrathna-0425a275)

2. [Interpretable Architectures and Algorithms for Natural Language Processing](https://uia.brage.unit.no/uia-xmlui/handle/11250/3034519) by [Rohan Kumar Yadav](https://www.linkedin.com/in/rohan-kumar-yadav-706249105/)



### Implementations



1. [Tsetlin Machine Unified - One Codebase to Rule Them All](https://github.com/cair/tmu)



### Videos and Lectures



1. [Tsetlin Machine - A new paradigm for pervasive AI](https://www.youtube.com/watch?v=TaspuovmSR8)



### Researchers

1. [Darshana Abeyrathna](https://cair.uia.no/people/darshana-abeyrathna/)

2. [Ahmed Abdulrahem Abouzeid](https://cair.uia.no/people/ahmed-abdulrahem-abouzeid/)

3. [Geir Thore Berge](https://cair.uia.no/people/geir-thore-berge/)

4. [Bimal Bhattarai](https://cair.uia.no/people/bimal-bhattarai/)

5. [Christian Blakely](https://cair.uia.no/people/christian-d-blakely/)

6. [Charul Giri](https://www.uia.no/kk/profil/charug18)

7. [Sondre Glimsdal](https://cair.uia.no/people/sondre-glimsdal)

8. [Morten Goodwin](https://cair.uia.no/people/morten-goodwin)

9. [Saeed Rahimi Gorji](https://cair.uia.no/people/saeed-rahimi-gorji/)

10. [Ole-Christoffer Granmo](https://cair.uia.no/people/ole-christoffer-granmo/)

11. [Herke van Hoof](https://staff.fnwi.uva.nl/h.c.vanhoof/homepage/)

12. [Lei Jiao](https://cair.uia.no/people/lei-jiao/)

13. [Jie Lei](https://twitter.com/that_jielei)

14. [Sidharth Maheshwari](https://www.linkedin.com/in/maheshwari-sidharth/)

15. [Jordan Morris](https://www.researchgate.net/profile/Jordan-Morris-4)

16. [Ana Ozaki](https://cair.uia.no/people/ana-ozaki/)

17. [Cosimo Damiano Persia](https://www.uib.no/en/persons/Cosimo.Damiano.Persia)

18. [Tousif Rahman](https://www.linkedin.com/in/sheikh-tousif-rahman-55b38413a/?originalSubdomain=uk)

19. [Ashur Rafiev](https://www.ncl.ac.uk/engineering/staff/profile/ashurrafiev.html)

20. [Rupsa Saha](https://cair.uia.no/people/rupsa-saha/)

21. [Raihan Seraj](https://mila.quebec/en/person/raihan-seraj/)

22. [Rishad Shafik](https://www.ncl.ac.uk/engineering/staff/profile/rishadshafik.html)

23. [Jivitesh Sharma](https://cair.uia.no/people/jivitesh-sharma)

24. [Amna Javed Tiwana](https://www.researchgate.net/profile/Amna-Tiwana)

25. [Svein Anders Tunheim](https://cair.uia.no/people/svein-anders-tunheim/)

26. [Adrian Wheeldon](https://www.linkedin.com/in/adrian-wheeldon/?originalSubdomain=uk)

27. [Rohan Yadav](https://cair.uia.no/people/rohan-kumar-yadav/)

28. [Alex Yakovlev](https://www.ncl.ac.uk/engineering/staff/profile/alexyakovlev.html)

29. [Vladimir I. Zadorozhny](https://sites.pitt.edu/~viz/)

30. [Xuan Zhang](https://cair.uia.no/people/xuan-zhang/)



### Contributing

Have anything in mind that you think is awesome and would fit in this list? Feel free to send a [pull request](https://github.com/cair/awesome-tsetlin-machine/pulls).