mniepert.bsky.social
Professor @ University of Stuttgart, Scientific Advisor @ NEC Labs, GraphML, geometric deep learning, ML for Science and Simulations. Formerly @IUBloomington and @uwcse
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[9/n] Beyond Image Generation
LD3 can be applied to diffusion models in other domains, such as molecular docking.
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We analyzed the behavior of Gumbel softmax in complex stochastic computation graphs. It’s a combination of vanishing gradients and a tendency to fall into poor local minima, underutilizing available categories. We also have some ideas for improvements. proceedings.neurips.cc/paper/2021/h...
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🙋♂️
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🙋♂️
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But yeah: reviewing for ICLR now and that’s also good to have more senior people in the mix there.
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Don’t know about SAC but as AC I typically have several borderline papers where I have to write an additional review and poke reviewers/authors to address certain points I might disagree with. For last NeurIPS I went through all borderline papers with SAC on Zoom.
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I also played with the same bb multiple pole implementation a few months ago, hoping to build an end-to-end learnable multipole MPNN. So learn a kernel function for 3d point clouds to model long-range interactions. Unfortunately I had to give up due to lack of time and the complex code. :)