antonio vergari 💥 hiring PhD students & postdoc💥 @tetraduzione
human being | associate prof in #ML #AI @ancAtEd | PI of #APRIL https://t.co/7uTqRZtmEd | #probabilistic #models #tractable #generative #neuro #symbolic | nolovedeeplearning.com Edinburgh, Scotland, UK Joined February 2015-
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@tetraduzione Dear Special Track Chairs: I think I submitted something to the AI art track on the theme of ambiguity, but I’m not sure. I never received a confirmation email, but maybe the spam filter ate it? —— Meta-review: I have no idea, strong accept!
Here's an open source 1b (1 byte) language model that gets 25% on MMLU. Very powerful relative to model size. I'm raising $2B on a $20B valuation to scale up to 500b model size.
#NeurIPS2024 deadline approaching be like
#NeurIPS2024 deadline approaching be like
"One of the biggest hurdles Shy Kids ran into with Sora was its lack of cohesion [...] Shy Kids only used around 0.33% of the video Sora generated in its final edit." notebookcheck.net/OpenAI-s-Sora-…
#IJCAI2024 is proud to present the Survey Track Chairs: 🦾Scott Sanner @ScottSanner, University of Toronto @UofT @UofTmie 🦾Dengji Zhao @nmzsheng, ShanghaiTech University @ShanghaiTechUni #ArtificialIntelligence
Very happy to say we have a paper accepted at #UAI2024 Bears will join in force: arxiv.org/abs/2402.12240 See you in Barcelona 😉🐻🍹
Very happy to say we have a paper accepted at #UAI2024 Bears will join in force: arxiv.org/abs/2402.12240 See you in Barcelona 😉🐻🍹
my #UAI2024 decision notifications be like w/ @ema_marconato @samubortolotti @EmilevanKrieken @andrea_whatever @looselycorrect
And both get into #UAI2024 🎇. @toniwuest's work on composing neural visual concepts as programs (arxiv.org/pdf/2402.08280) will appear as an Oral. Other work on causal probabilistic circuits for mixed domains by Harsh Poonia (my student from @iitbombay) will appear as a poster.
And both get into #UAI2024 🎇. @toniwuest's work on composing neural visual concepts as programs (arxiv.org/pdf/2402.08280) will appear as an Oral. Other work on causal probabilistic circuits for mixed domains by Harsh Poonia (my student from @iitbombay) will appear as a poster.
@AlexGDimakis And published in @TmlrOrg! openreview.net/forum?id=iO4LZ…
Introducing The Hallucinations Leaderboard! 🚀 An open effort to measure the LLMs’ tendency to generate hallucinations across various tasks, like open-domain QA, instruction following, and summarisation! 🧵1/N 📄Paper:arxiv.org/abs/2404.05904 🤗Leaderboard:huggingface.co/spaces/halluci…
Excited to announce that "Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language Resamplers" was accepted at #NAACL2024. Work led by @GeorgePantazop3 with co-authors @oliverlemon @arash_eshghi @EDINrobotics @NRobotarium arxiv.org/abs/2404.13594
Ho rifatto la scena madre di Boris con il presidente Meloni. Buon #25Aprile 🌹
Buona Festa della Liberazione a tutte e a tutti. #25aprile
@WaltonStevenj @scottjshumaker LLMs are so amazing, but only in certain conditions, and the current “best practice” seems to be: use them a whole lot for everything until you develop an intuition for when they’re actually saving time and/or improving the quality of your work, and not the opposite.
Congrats to Jane! and for those of you who do not know what an MBE is, here it is Most Excellent Order of the British Empire a British order of chivalry...a big thing! en.m.wikipedia.org/wiki/Order_of_…
Congrats to Jane! and for those of you who do not know what an MBE is, here it is Most Excellent Order of the British Empire a British order of chivalry...a big thing! en.m.wikipedia.org/wiki/Order_of_…
Beyond the call for contributed talks and posters at WoLA'24 (Workshop on Local Algos) (next tweet), you can now register for all workshops of the @SimonsInstitute summer via this form: simons.berkeley.edu/web-registrati… (including the 4 workshops of the Sublinear Algorithms program)
Now 24 hours post release, the model is bad according to every single person who tried it. Turns out the "secret sauce" was overfiting the benchmarks.
Now 24 hours post release, the model is bad according to every single person who tried it. Turns out the "secret sauce" was overfiting the benchmarks.
Clément Canonne @ccanonne_
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2K Followers 317 Following Researcher interested in creativity, reasoning, and uncertainty in machine learning as well as their application to the sciences.George Deligiannidis @GeorgeDeligian9
480 Followers 378 Following Associate Professor of Statistics @ Oxford@tetraduzione Thanks, I’ll adapt my recipe next time!
guy who doesn't know that teaching your children to engage with a language and culture is a choice you can make without passing weird racial purity tests
Premio Miglior Fumetto: “Stacy” #premimicheluzzi
@tetraduzione Dear Special Track Chairs: I think I submitted something to the AI art track on the theme of ambiguity, but I’m not sure. I never received a confirmation email, but maybe the spam filter ate it? —— Meta-review: I have no idea, strong accept!
@BlackHC It's just the expectation of the log importance weight, and you can just apply the theorem about expectations of an importance weight and then Jensen's.
@BlackHC @EliSennesh mh,I don't follow why BvM is relevant. We wouldnt sample from the true posterior anyway, to estimate ELBO nor the evidence directly. If you can use q (the variational distr) to estimate the ELBO (as I see normally done), then you can use it to do IS for the evidence directly.
@Branchini_Nic @BlackHC @EliSennesh some related stuff which I like: arxiv.org/abs/1907.10477
@BlackHC @EliSennesh somehow unrelated, but this reminds me, I'm still a bit unsure why we even need all those bounds... (as opposed to just MC-estimate the evidence directly - they are not closed form, so if we need to MC anyway, why not MC estimate the true thing)
@octonion Understanding whether there is an expressive gain in having complex weights similar to the Theorem we have shown is an interesting future direction! (2/2)
@octonion If we take a mixture computing a complex number z, then its modulus squaring is a sum of two squares: |z|^2 = Re(z)^2 + Im(z)^2, where Re(z) and Im(z) can be encoded by two mixtures over the reals. A mixture of two squared mixtures can encode such squared complex mixtures (1/2)
@loreloc_ I'm curious - do you think there's anything to gain by allowing complex weightings?
@HurowitzD If we use complex weights we end up with a mixture of squared mixtures. See our other response here x.com/loreloc_/statu…
@octonion If we take a mixture computing a complex number z, then its modulus squaring is a sum of two squares: |z|^2 = Re(z)^2 + Im(z)^2, where Re(z) and Im(z) can be encoded by two mixtures over the reals. A mixture of two squared mixtures can encode such squared complex mixtures (1/2)
@loreloc_ Paper and animations are nice. Have you done learning on a large real word dataset?
@svi58670452 We did density estimation experiments on UCI data sets (Fig. 4), as well as on learning the distribution of text data by distilling a large language model (Fig. 5).
@Allierced Do you mean whether the larger mixture weights obtained by squaring arise some problem? The only issue we found is the risk of floating point overflow when computing the partition function. This was solved by evaluating "in log-space" (see Sec. 3.3). No regularisation was used.
@RajeshPNRao It seems very interesting! Thanks for sharing
@loreloc_ Hi Lorenzo, interesting work! Here's a paper we published in 2012 on "Complementary Kernel Density Estimation" based on a similar idea: sciencedirect.com/science/articl…