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Awesome Tsetlin Machine

A curated list of Tsetlin Machine research

Table of Contents

Books

  1. An Introduction to Tsetlin Machines by Ole-Christoffer Granmo (2021)

Conferences

  1. International Symposium on the Tsetlin Machine (ISTM) [Proceedings 2022]

Papers

  1. The Tsetlin Machine -- A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic [Code]
  2. Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling [Code]
  3. Resilient Biomedical Systems Design Under Noise using Logic based Machine Learning
  4. Using Tsetlin Machine to discover interpretable rules in natural language processing applications
  5. A multi-step finite-state automaton for arbitrarily deterministic Tsetlin Machine learning
  6. On the Convergence of Tsetlin Machines for the IDENTITY- and NOT Operators
  7. Low-Power Audio Keyword Spotting Using Tsetlin Machines
  8. Robust Interpretable Text Classification against Spurious Correlations Using AND-rules with Negation
  9. Logic-based AI for Interpretable Board Game Winner Prediction with Tsetlin Machine
  10. ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification
  11. Explainable Tsetlin Machine Framework for Fake News Detection with Credibility Score Assessment

Courses

  1. Learning Systems

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 by Darshana Abeyrathna
  2. Interpretable Architectures and Algorithms for Natural Language Processing by Rohan Kumar Yadav

Implementations

  1. Tsetlin Machine Unified - One Codebase to Rule Them All

Videos and Lectures

  1. Tsetlin Machine - A new paradigm for pervasive AI

Researchers

  1. Darshana Abeyrathna
  2. Ahmed Abdulrahem Abouzeid
  3. Geir Thore Berge
  4. Bimal Bhattarai
  5. Christian Blakely
  6. Charul Giri
  7. Sondre Glimsdal
  8. Morten Goodwin
  9. Saeed Rahimi Gorji
  10. Ole-Christoffer Granmo
  11. Herke van Hoof
  12. Lei Jiao
  13. Jie Lei
  14. Sidharth Maheshwari
  15. Jordan Morris
  16. Ana Ozaki
  17. Cosimo Damiano Persia
  18. Tousif Rahman
  19. Ashur Rafiev
  20. Rupsa Saha
  21. Raihan Seraj
  22. Rishad Shafik
  23. Jivitesh Sharma
  24. Amna Javed Tiwana
  25. Svein Anders Tunheim
  26. Adrian Wheeldon
  27. Rohan Yadav
  28. Alex Yakovlev
  29. Vladimir I. Zadorozhny
  30. 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.