CISMN: A Chaos-Integrated Synaptic-Memory Network with Multi-Compartment Chaotic Dynamics for Robust Nonlinear Regression

Modeling complex, non-stationary dynamics remains challenging for deterministic neural networks. We present the Chaos-Integrated Synaptic-Memory Network (CISMN), which embeds controlled chaos across four modules—Chaotic Memory Cells, Chaotic Plasticity Layers, Chaotic Synapse Layers, and a Chaotic A...

Descrizione completa

Dettagli Bibliografici

Autori principali:	Yaser Shahbazi, Mohsen Mokhtari Kashavar, Abbas Ghaffari, Mohammad Fotouhi, Siamak Pedrammehr
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	MDPI AG 2025-05-01
Serie:	Mathematics
Soggetti:	Chaos-Integrated Synaptic-Memory Network (CISMN) chaos theory artificial neural networks dynamic learning machine learning complex systems
Accesso online:	https://www.mdpi.com/2227-7390/13/9/1513
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!