597-CATS Net: Modeling Human Concept Formation

Paper Talk · Mar 6, 2026 · 22m

This research introduces CATS Net, a novel dual-module neural network designed to mimic how the human brain forms and communicates abstract concepts. The system utilizes a concept-abstraction module to compress complex sensory data into low-dimensional vectors, while a task-solving module applies these concepts to make visual judgments. Experiments demonstrate that these artificial concept spaces naturally align with human neurocognitive models and neural activity patterns in the ventral occipitotemporal cortex. Furthermore, the framework enables knowledge transfer between independent…