COMPUTER IMPLEMENTED METHOD AND SYSTEM FOR RUNNING INFERENCE QUERIES WITH A GENERATIVE MODEL
Number of patents in Portfolio can not be more than 2000
United States of America
Stats
-
N/A
Issued Date -
N/A
app pub date -
Oct 7, 2019
filing date -
Oct 7, 2019
priority date (Note) -
Published
status (Latency Note)
Importance
Abstract
Methods for performing inference on a generative model are provided. In one aspect, a method includes receiving a generative model in a probabilistic program form defining variables and probabilistic relationships between variables, and producing a neural network to model the behaviour of the generative model. The input layer includes nodes corresponding to the variables of the generative model, and the output layer includes nodes corresponding to a parameter of the conditional marginal of the variables of the input layer. The method also includes training the neural network using samples from the probabilistic program. A loss function is provided for each node of the output layer. The loss function for each output node is independent of the loss functions for the other nodes of the output layer. The method also includes performing amortised inference on the generative model. Systems and machine-readable media are also provided.
First Claim
Family
International Classification(s)
Cited Art Landscape
Patent Citation Ranking
Recipient Email Address
Recipient Email Address
Comment
Recipient Email Address
Add to Portfolio(s)
To add this patent to one, or more, of your portfolios, simply click the add button.
This Patent is in these Portfolios:
Add to additional portfolios:
Last Refreshed On:
Changes done successfully