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Reviewing Evolution of Learning Functions and Semantic Information Measures for Understanding Deep Learning

A new trend in deep learning, represented by Mutual Information Neural Estimation (MINE) and Information Noise Contrast Estimation (InfoNCE), is emerging. In this trend, similarity functions and Estimated Mutual Information (EMI) are used as learning and objective functions. Coincidentally, EMI is e...

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Detalles Bibliográficos
Autor principal: Lu, Chenguang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217299/
https://www.ncbi.nlm.nih.gov/pubmed/37238557
http://dx.doi.org/10.3390/e25050802