Alexios N. Kafantaris
PulseAugur coverage of Alexios N. Kafantaris — every cluster mentioning Alexios N. Kafantaris across labs, papers, and developer communities, ranked by signal.
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LLM used to build fuzzy cognitive maps from hotel reviews
Researchers have developed a method to construct fuzzy cognitive maps (FCMs) using a local large language model, specifically Qwen2.5-32B. This approach leverages the LLM's ability to extract quantitative data from text…
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LLM extracts data from reviews to build fuzzy cognitive maps
Researchers have developed a method for constructing data-driven fuzzy cognitive maps (FCMs) using local large language models. The study demonstrates how a model like Qwen2.5-32B can extract quantitative data from text…
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Researchers introduce Attractor FCM, a novel gradient descent-based model with residual memory and adaptive learning.
A new paper introduces an "attractor FCM" model, which differs from existing approaches by employing gradient descent and physics constraints. This model incorporates residual memory, backpropagation through time, and a…