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California Institute of Technology
- Pasadena, US
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(UTC -07:00) - https://jberner.info
- https://orcid.org/0000-0002-5648-648X
- @julberner
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deep_kolmogorov
deep_kolmogorov PublicNumerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning (NeurIPS 2020)
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robust_kolmogorov
robust_kolmogorov PublicRobust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning (ICML 2022)
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NeuralCompression
NeuralCompression PublicForked from facebookresearch/NeuralCompression
A collection of tools for neural compression enthusiasts. Featuring my work on Bits-Back coding with diffusion models, see projects/bits_back_diffusion.
Python 1
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oberwolfach_workshop
oberwolfach_workshop PublicMaterial for 'Mathematics of Deep Learning Workshop' (Invited Talk)
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theory2practice
theory2practice PublicLearning ReLU networks to high uniform accuracy is intractable (ICLR 2023)
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sde_sampler
sde_sampler PublicImproved sampling via learned diffusions (ICLR2024) and an optimal control perspective on diffusion-based generative modeling (TMLR2024)
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