Sentence examples for generated adversarial from inspiring English sources

Experimental evaluation of the framework, on generated adversarial drifting data streams, demonstrates that this framework is able to provide early and reliable unsupervised indication of drift, and is able to recover from drifts swiftly.

Engineers often employ adversarial relationships between machines to improve outcomes — think using generative adversarial networks to generate training data by having a machine generate data looking to fool another "gatekeeper" machine.

"We're looking more broadly at the issues around manipulated or faked content and how do you address that," says Rojas. "Algorithmically generated content and how things like generative adversarial networks are being used to create and synthesize new photo and video content".

Two undergraduates at Williams College taught themselves introductory machine learning and read about 50 papers on the now almost mainstream Generative Adversarial Network (GAN) before embarking on a project with a professor to build one that could generate art — and within a year they had basically done it.

We consider a general adversarial stochastic optimization model.

This created a generative adversarial network among the robots.

These undergrads built a Generative Adversarial Net that creates art.

This result shows that whenever inputs are i.i.d. it is possible to solve any binary classification problem using a finite VC-dimension hypothesis space with a sub-linear regret independently from the way labels are generated (either stochastic or adversarial).

Scholars from in the fields of science, law, ethics, and public health met in March 2006 for a conference sponsored by the Project on Scientific Knowledge and Public Policy at The George Washington University School of Public Health to explore the nature of scientific knowledge generated for use in adversarial or advocacy contexts.

"The DNA of both [America and China] could generate a growing adversarial relationship, much as Germany and Britain drifted from friendship to confrontation…Neither Washington nor Beijing has much practice in co-operative relations with equals.

The researchers also made some fine-tuned modifications, like forcing the models to use the full history of refined images, not just those from the mini-batch, to ensure the adversarial network can identify all generated images as fake at any given time.