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OpenAI's diffusion models beat GANs at what they do best

OpenAI s diffusion models beat GANs at what they do best
May 16, 2021 04:22 EDT
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Generative Adversarial Networks (GANs) are a class of deep learning models that learn to produce new (or pseudo-real) data. Their advent in 2014 and refinement thereafter have led to them dominating the image generation domain for the past few years and laying the foundations of a new paradigm – deep fakes. Their ability to mimic training data and produce new samples similar to it has gone more or less unmatched. As such, they hold the state-of-the-art (SOTA) in most image generation tasks today.
Despite these advantages, GANs are notoriously hard to train and are prone to issues like mode collapse and unintelligible training procedures. Moreover, researchers have realized that GANs focus more on fidelity rather than capturing a diverse set of the training data s distribution. As such, researchers have been looking into improving GANs in thi ....

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Critique of 2018 Turing Award for Drs. Bengio & Hinton & LeCun

Conclusion (~1,700 words).
All backed up by over 200 references (~6,500 words).
We must stop crediting the wrong people for inventions made by others.
Instead let s heed the recent call in the journal
Nature:
Let 2020 be the year in which we value those who ensure that
science is self-correcting [SV20].
Like those who know me can testify, finding and citing original sources of scientific and technological innovations is important to me, whether they are mine or other people s [DL1][DL2][HIN][NASC1-9]. The present page is offered as a resource for computer scientists who share this inclination.
By grounding research in its true intellectual foundations and crediting the original inventors, ....

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NFTs unbundle ownership from enjoyment

NFTs unbundle ownership from enjoyment
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CTO Sessions: Dr. Rashid Mansoor, Hadean

Location: London
Rashid is the Chief Technology Officer and Co-Founder of Hadean, a deep-tech distributed computing company based in London, UK. A member of the inaugural Entrepreneur First cohort, he previously founded VC-based data intelligence startup, Adbrain. Today, Mansoor is the driving force behind the technical innovation at Hadean.
What was your first job? While it may not quite quantify as a job, I started developing software applications for businesses when I was still in my early teens. After finishing school, I immediately started my first company developing positioning devices based on GSM technology as a cheaper alternative to GPS. I primarily fitted these to corporate vehicles for fleet management purposes. I also developed an application so you could track the devices you own and manage your fleet. ....

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What is a deepfake? Everything you need to know

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A deepfake video comparison of Facebook CEO Mark Zuckerberg.
Elyse Samuels/The Washington Post/Getty Images
Deepfakes use deep learning artificial intelligence to replace the likeness of one person with another in video and other digital media.
There are concerns that deepfake technology can be used to create fake news and misleading, counterfeit videos.
Here is a primer on deepfakes – what it is, how it works, and how it can be detected.
Computers have been getting increasingly better at simulating reality. Modern cinema, for example, relies heavily on computer-generated sets, scenery, and characters in place of the practical locations and props that were once common, and most of the time these scenes are largely indistinguishable from reality. ....

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