• 2021 IEEE CIS Webinar on Explainable Fuzzy Systems

• Tutorial on Explainable Fuzzy Systems at IEEE WCCI 2020

• Tutorial on Interpretable Fuzzy Systems at IEEE WCCI 2012

• Plenary Talk at SCIS&ISIS 2020 [video]

• Interactive demo on designing fuzzy systems

• Interactive demo on designing explainable fuzzy systems

• Factual and counterfactual explanations of fuzzy trees:

  • https://github.com/Kaysera/teacher

  • https://gitlab.citius.usc.es/ilia.stepin/fcfexpgen 

• Genetic Fuzzy Tree AI toolkit

• Actionable XAI for Choquet Integral

• GUAJE software for desinging Interpretable Fuzzy Systems

• Fuzzy Cognitive Map (FCM) Modeling Library

• JFML library

• https://demos.citius.usc.es/ExpliClas/

• https://demos.citius.usc.es/expliclas-api/

You can find related work on FML at

• AI-FML International Academy

You can find more related software at

• Thematic site on Fuzzy Systems Software

• https://z-inspection.org/ 

• https://www.xplainr.ai/  

• https://xaitk.org/ 

• https://interpret.ml/ 

• https://github.com/deel-ai/xplique 

• http://aix360.mybluemix.net/ 

• http://aif360.mybluemix.net/ 

• http://aequitas.dssg.io/ 

• https://fairlearn.org/ 

• https://github.com/microsoft/responsible-ai-toolbox 

• https://github.com/marcotcr/lime

• https://github.com/slundberg/shap

• https://github.com/SeldonIO/alibi 

• https://github.com/fat-forensics/fat-forensics  

• https://github.com/EthicalML/xai 

• https://poloclub.github.io/timbertrek/ 

• https://github.com/andosa/treeinterpreter

• https://github.com/Unipisa/OpenFL-XAI 

• https://github.com/parrt/dtreeviz 

• https://explained.ai/rf-importance/

• https://github.com/carla-recourse/CARLA 

• https://christophm.github.io/interpretable-ml-book/ 

• https://gitlab.citius.usc.es/jose.alonso/xai

• https://github.com/citiususc/SimpleNLG-GL

• https://cran.r-project.org/web/packages/rLDCP/index.html

• https://github.com/diegma/graph-2-text

• https://github.com/EagleW/Describing_a_Knowledge_Base

• ACL Special Interest Group on Natural Language Generation (SIGGEN) wiki and webpage: 

  • NLG history

  • History of Data-driven Dialogue Systems

• Task Force on Explainable Machine Learning

• Task Force on Fuzzy Systems Software