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 Agents and Humans: From Psychological Foundations to Computational Architectures / Pecora, Alessandro Emmanuel; Strada, Francesco; Bottino, Andrea. - ELETTRONICO. - 15742:(2025), pp. 113-133. (Intervento presentato al convegno International Conference on eXtended Reality (XR Salento) 2025 tenutosi a Otranto (ITA) nel June 17 - 20, 2025) [10.1007/978-3-031-97778-7_8].
A Survey of Memory Models for Virtual Agents and 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 | Dimensione | Formato | |
---|---|---|---|
978-3-031-97778-7_8.pdf
accesso riservato
Tipologia:
2a Post-print versione editoriale / Version of Record
Licenza:
Non Pubblico - Accesso privato/ristretto
Dimensione
332.43 kB
Formato
Adobe PDF
|
332.43 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
Memory_models_4_VH___Survey.pdf
embargo fino al 03/09/2026
Tipologia:
2. Post-print / Author's Accepted Manuscript
Licenza:
Pubblico - Tutti i diritti riservati
Dimensione
296.78 kB
Formato
Adobe PDF
|
296.78 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.
https://hdl.handle.net/11583/3000653