Bayesian mixture variational autoencoders for multi-modal learning

This paper provides an in-depth analysis on how to effectively acquire and generalize cross-modal knowledge for multi-modal learning. Mixture-of-Expert (MoE) and Product-of-Expert (PoE) are two popular directions in generalizing multi-modal information. Existing works based on MoE or PoE have shown...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Machine learning 2022-12, Vol.111 (12), p.4329-4357
Hauptverfasser:	Liao, Keng-Te, Huang, Bo-Wei, Yang, Chih-Chun, Lin, Shou-De
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial Intelligence Bayesian analysis Computer Science Control Lower bounds Machine Learning Mechatronics Mixtures Natural Language Processing (NLP) Robotics Simulation and Modeling Statistical inference
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!