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Durk Kingma

@dpkingma.bsky.social
1.8K followers 61 following 13 posts

Research scientist at Anthropic. Prev. Google Brain/DeepMind, founding team OpenAI. Computer scientist; inventor of the VAE, Adam optimizer, and other methods. ML PhD. Website: dpkingma.com

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Reposted by Durk Kingma
Sander Dieleman @sedielem.bsky.social · 02/12/2024
In arxiv.org/abs/2303.00848, @dpkingma.bsky.social and @ruiqigao.bsky.social had suggested that noise augmentation could be used to make other likelihood-based models optimise perceptually weighted losses, like diffusion models do. So cool to see this working well in practice!
arxiv.org
Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation
To achieve the highest perceptual quality, state-of-the-art diffusion models are optimized with objectives that typically look very different from the maximum likelihood and the Evidence Lower Bound (...
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Durk Kingma @dpkingma.bsky.social · 26/11/2024
It's 2024 and microwave ovens still heat food unevenly. I need a phased array microwave oven that warms food evenly, adaptively. Who is building this?
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Durk Kingma @dpkingma.bsky.social · 20/11/2024
I don't usually talk about politics, but if I could change one thing in the US democracy, it might be replacing winner-takes-all representation with proportional representation. Would fix a lot of issues. Agree or disagree that this would be a net positive change?
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