5 papers
LLM for the development of FCM
Alexis Kafantaris
This article is about the development of a fuzzy cognitive map using a local large language model. In the light of recent advances it is evident that large language models, and eve…
Attractor FCM
Alexis Kafantaris
In this paper an attractor FCM is created, tested, and analyzed. This FCM is neither a hebbian based nor agentic, nor a hybrid; it rather is a gradient descent based, physics const…
Enes Causal Discovery
Alexis Kafantaris
Enes The proposed architecture is a mixture of experts, which allows for the model entities, such as the causal relationships, to be further parameterized. More specifically, an at…
Looking Through Glass Box
Alexis Kafantaris
This essay is about a neural implementation of the fuzzy cognitive map, the FHM, and corresponding evaluations. Firstly, a neural net has been designed to behave the same way that…
Fuzzy Hierarchical Multiplex
Alexis Kafantaris
A new fuzzy optimization framework that extends FCM causality is proposed. This model utilizes the dynamics to map data into metrics and create a framework that examines logical im…