Evidence Lower Bound (ELBO)

الحد الأدنى للدليل

حد أدنى قابل للحساب للوغاريتم أرجحية البيانات، يتكون من حدّ إعادة البناء وحدّ تباعد KL، ويُعظَّم بدلاً من الأرجحية الحقيقية غير القابلة للحساب.

A tractable lower bound on the log-likelihood of the data, composed of a reconstruction term and a KL divergence term, maximized in place of the intractable true likelihood.

Also translated asELBO، الحد الأدنى للشاهد، الحد الأدنى الاحتمالي للدليل

First appears in this corpus in: Auto-Encoding Variational Bayes (2013)

Appears in these papers

beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework2017 in the sky ✦
beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework2017 in the sky ✦
DALL·E: Zero-Shot Text-to-Image Generation2021 in the sky ✦
DALL·E: Zero-Shot Text-to-Image Generation2021 in the sky ✦
Glow: Generative Flow with Invertible 1×1 Convolutions2018 in the sky ✦
Variational Inference with Normalizing Flows2015 in the sky ✦
Auto-Encoding Variational Bayes2013 in the sky ✦
Auto-Encoding Variational Bayes2013 in the sky ✦