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the recording of the talk i gave a while back about the "invariance is easy to learn" paper with Sergey Pozdnyakov and Michele Ceriotti is out!

we're having an interesting seminar next tuesday on equivariance in deep ensembles, for the EPFL squad: actu.epfl.ch/news/seminar-b…

anyone at the lausanne applied ML days?

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torch is evil github.com/pytorch/pytorc…

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can stefan be stopped? it’s unclear. congrats!

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Chatty G seems very uninformed about JAX. Or it knows something I don't...

🤫 you can get a better universal #machinelearning potential by training on fewer than 100k structures. too good to be true? head to arxiv:2503.14118, to the atomistic cookbook, or to the better science social if you want to find out more about PET-MAD. 🧑‍🚀 over and out 👋

team COSMO Lab has joined the universal FF arena: arxiv.org/abs/2503.14118 !

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this is rather sick

ok maybe i just decline further requests to provide reviews then

obvious in hindsight but news to me: accessing np.load-ed arrays by index is orders of magnitude slower than forcing them to RAM. notes.marcel.science/2025/numpy-loa…

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happy to report that our paper is accepted for an oral presentation at ICML. amazing work by Filippo, who will present it in vancouver! final version, with some extra content, here: openreview.net/forum?id=OEl3L…