Virtual Humans are an advanced class of Virtual Agents characterized by human like embodiment and cognitive capabilities Central to their adaptivity is the integration of computational cognitive architectures in which memory models play a key role in learning continuity and contextual reasoning This review bridges psychological theories of memory and their computational implementations by comparing symbolic and connectionist approaches and exploring new paradigms such as Memory Augmented Neural Networks and Large Language Models We propose a unified framework for analyzing the components of artificial memory Working Semantic Episodic Procedural Spatial and Autobiographical Memory and review their applications in domains such as education games and social simulation Finally we discuss open challenges and future works

A Survey of Memory Models for Virtual Humans: From Psychological Foundations to Computational Architectures / Pecora, Alessandro Emmanuel; Strada, Francesco; Bottino, Andrea. - STAMPA. - (2025). (Intervento presentato al convegno International Conference on eXtended Reality (XR Salento) 2025 tenutosi a Otranto, Italy).

A Survey of Memory Models for Virtual Humans: From Psychological Foundations to Computational Architectures

Pecora, Alessandro Emmanuel;Strada, Francesco;Bottino, Andrea
2025

Abstract

Virtual Humans are an advanced class of Virtual Agents characterized by human like embodiment and cognitive capabilities Central to their adaptivity is the integration of computational cognitive architectures in which memory models play a key role in learning continuity and contextual reasoning This review bridges psychological theories of memory and their computational implementations by comparing symbolic and connectionist approaches and exploring new paradigms such as Memory Augmented Neural Networks and Large Language Models We propose a unified framework for analyzing the components of artificial memory Working Semantic Episodic Procedural Spatial and Autobiographical Memory and review their applications in domains such as education games and social simulation Finally we discuss open challenges and future works
File in questo prodotto:
File Dimensione Formato  
Memory_models_4_VH.pdf

accesso riservato

Tipologia: 2. Post-print / Author's Accepted Manuscript
Licenza: Non Pubblico - Accesso privato/ristretto
Dimensione 296.76 kB
Formato Adobe PDF
296.76 kB Adobe PDF   Visualizza/Apri   Richiedi una copia
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/3000653