July 6, 2024

In the upper picture, a knowledge update in the model was carried out with the help of ReFACT. On the left, the original images produced by the model. On the right, after editing. The edits also successfully generalize to close formulations, and show that the method succeeds in performing a significant edit in the knowledge encoded in the model. In the bottom picture, the correction of the gender bias when the input is "A developer". Left: before editing with TIME (implicit assumption: A developer is a man). Right: after editing. Courtesy of the Technion

Correcting biases and updating knowledge in models that generate images

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"In their training process, models also learn a lot of factual knowledge about the world. For example, models learn the identities of prime ministers, presidents and even actors who played popular characters in TV series. Such models stop
The High Priest, from the Second Temple period. Illustration: depositphotos.com

Ancient Jews Music 32: Above and beyond - the high priest was engaged in proofreading in the Temple

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This chapter actually concludes most of the research, except for a chapter on dance that will follow. Several reasons combined to push this issue to the margins of the present study
Technicians used a 30-ton crane to move the Orion spacecraft from the final assembly and systems testing chamber to the altitude chamber to undergo comprehensive leak testing and performance verification of the subsystems. Credit: NASA

The Orion spacecraft will undergo a test run in the vacuum of space without leaving Earth

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The spacecraft will now undergo a series of suitability tests in an empty chamber. In the tests the spacecraft will be in a near vacuum environment by expelling air and creating a space where the pressure is very low. The result is the absence of an atmosphere, as it were
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