Artem Moskalev 🕊️ @artemmoskalev
Re-imagining drug discovery with AI 🧬. Deep Learning ⚭ Geometry. Previously PhD at the University of Amsterdam. amoskalev.github.io Amsterdam, Netherlands Joined February 2017-
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Interested in the unique challenges at the intersection of Reinforcement Learning & Drug Discovery? New internship in Amsterdam: jobs.careers.microsoft.com/global/en/shar… Do research w/ @MaziarzKris, @fiberleif, @jagarridotorres, Ran Bi, @marwinsegler & me in AI4Science! Questions? Reach out!
Doctor now 🤓
We are excited to present Caduceus: bi-directional DNA language model built on Mamba, with long range modeling that respects inherent symmetry of double helix DNA structure. Caduceus is SoTA on several benchmarks, including identifying causal SNPs for gene expression. 🧵1/9
Out today in Neuron 🥳 doi.org/10.1016/j.neur… ⚖️ Is there a computational trade-off between memory and abstraction? 📐 How does the geometry of the neural code control this trade-off? 🧠 What are its implications on social memory and familiarity? Check out the paper and 🧵👇
Join the 🌴CaLiForNIA consortium! 11 PhD positions on ✨Cartan and differential geometry, Lie theory, quantum groups & non commutative geometry: applications to quantum algorithms & geometric DL 🥹One of'm (DC10) w me (UvA) & Rita Fioresi (Unibo) euraxess.ec.europa.eu/jobs/195173
Are you doing a PhD and interested in Drug Discovery? Have you worked with GNNs and/or space-time models? Join our team in the USA for Summer 2024. Work with us on changing drug discovery with AI! jobs.jnj.com/en/jobs/240616…
Join us in pioneering the future of healthcare through re-imagining drug discovery! We're seeking a driven postdoc to collaborate with our interdisciplinary team of ML researchers. Apply your expertise to revolutionize healthcare 🧬💊 jobs.jnj.com/en/jobs/240616…
Accepted at ICLR! github.com/ebekkers/ponita We derived pair-wise invariants that capture all geometric info needed to build simple + efficient SE(n) equivariant networks 🐴🔥 SOTA on 5 benchmarks (incl generation of molecules). Oh right, and ✨convolution is still all you need!
📣Two new blog posts - a comprehensive review of Graph and Geometric ML in 2023 with predictions for 2024. Together with @mmbronstein, we asked 30 academic and industrial experts about the most important things happened in their areas and open challenges to be solved. 🧵 1/n
New year, new blog posts! Today, I start with the first post from a series on score-based generative models. Are you curious about score matching and how to implement it? Check this out! Post: tinyurl.com/4jzmbehy Code: tinyurl.com/yw954a9b
GNNs typically exploit permutation symmetry. Yet for learning tasks on a fixed graph, we show that enforcing active/approximate symmetries improves generalization. Check out our work "Approximately Equivariant Graph Networks" #NeurIPS23 (joint work w/ @levie_ron @SoledadVillar5 )
Our large collaborative effort shows the impressive range of applicability of foundational ML potentials, developed using only open-source data and software. More than 30 applications, including MOFs, catalysis, water, and more simulated with one model. arxiv.org/abs/2401.00096
Research Internship Alert! 🚨 Are you interested in SSMs / long-conv models (CKConv, Hyena, Mamba, etc) and their role in #GenerativeAI? Join our team and get involved in groundbreaking efficient GenAI research! Intrigued? 🤔 Reach out via DM or email at [email protected]
Like many people, I saw the Mamba and Striped Hyena releases and knew I should've been super excited about it, but didn't really feel like I knew why. The math of these models, based on state-space models and recurrent neural networks, was just too afield for a new comer. Until…
I’m thrilled to announce the first issue of a community survey on the state and future of deep learning! We asked folks their opinions on benchmarking, transformers, interpretability, theories of deep learning, and directions we should be working on. 1/3 arxiv.org/abs/2312.09323
Super excited to finally release our "Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems" !🤗 Link: arxiv.org/pdf/2312.07511… Written with @chaitjo @SimMat20 @vict0rsch Santiago Miret @frank8m @TacoCohen Pietro Lio, Yoshua Bengio @mmbronstein 😍 See thread below 👇 (1/8)
Our new work: “Expressive Sign Equivariant Networks for Spectral Geometric Learning”, a NeurIPS 2023 Spotlight! You may enjoy it if you like: eigenvectors, link prediction, frames, orthogonal equivariance (AI4Science), Graph Transformers, and/or approximation power of NNs. 1/n
Work with us at the Geometric Learning Lab @KhouryCollege @Northeastern fall 2024! Recruiting 2 PhD students to study geometric structure in deep learning. Learn more: geometriclearninglab.com Apply by Dec. 15: khoury.northeastern.edu/apply/phd-appl…
Sindy Löwe @sindy_loewe
3K Followers 360 Following PhD Student with @WellingMax at the University of Amsterdam. Deep Learning with Structured Representations.Sharvaree Vadgama @SharvVadgama
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32K Followers 432 FollowingCees Snoek @cgmsnoek
4K Followers 2K Following Head of Video & Image Sense Lab | University of Amsterdam | Director @Ellis_Amsterdam | Scientific Director Amsterdam AIDavid M. Knigge @davidmknigge
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711K Followers 719 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.Max Welling @wellingmax
32K Followers 432 FollowingKosta Derpanis @CSProfKGD
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92K Followers 449 Following @CNRS researcher at @ENS_ULM. One tweet a day on computational mathematics.Cees Snoek @cgmsnoek
4K Followers 2K Following Head of Video & Image Sense Lab | University of Amsterdam | Director @Ellis_Amsterdam | Scientific Director Amsterdam AIDavid M. Knigge @davidmknigge
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30K Followers 555 Following Staff Research Scientist @GoogleDeepMind | Affiliated Lecturer @Cambridge_Uni | Associate @clarehall_cam | GDL Scholar @ELLISforEurope. Monoids. 🇷🇸🇲🇪🇧🇦Symmetry and Geometry.. @neur_reps
3K Followers 1K Following NeurIPS workshop and digital community | 🌐 geometry, algebra, topology + 🤖 deep learning + 🧠 neuroscience | Join us on slack! https://t.co/Run9wPnZt9ELLIS Amsterdam @Ellis_Amsterdam
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2K Followers 933 Following Postdoctoral Fellow at The Kempner Institute at Harvard University -- Somewhere between Brains & Bits. PhD at UvA, Intern @ Apple MLR, Prev @ Intel AI & Nervana@levelsio @levelsio
418K Followers 1K Following 🦄https://t.co/sQ0aiU7v02 $202K/m 💆https://t.co/AoNP9BW2Dp $3K/m ✨https://t.co/BmbkrX4Zyf $0.1K/m 📸https://t.co/lAyoqmSBRX $57K/m 🖼https://t.co/1oqUgfD6CZ $44K/m 🌍https://t.co/BjTozWAXwG $27K/m 🛰https://t.co/ZHSvI2wjyW $51K/mMichael Black @Michael_J_Black
59K Followers 643 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.David Wessels @Dafidofff
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73 Followers 181 Following Senior Researcher at @MSFTResearch AI4Science, working on reinforcement learning, generative AI, and AI4Science.Krzysztof Maziarz @MaziarzKris
591 Followers 209 Following Senior Applied Researcher @MSFTResearch AI4Science, ex @GoogleAI & @tensorflight | Opinions are my ownZoubin Ghahramani @ZoubinGhahrama1
24K Followers 615 Following VP Research, Google DeepMind, ex-head of Google Brain. Professor at University of Cambridge. Machine Learning Researcher. ex-Chief Scientist & VP of AI, Uber.Patrick Schwab @schwabpa
5K Followers 2K Following Senior Director Machine Learning & AI @GSK. Prev: ML @Roche, PhD @ETH. ML for Drug Discovery and Health.Matt Macauley @VisualAlgebra
4K Followers 1K Following Associate Professor (Clemson) | AIMS Lecturer (South Africa) | Author: "Visual Algebra" (forthcoming) | YouTuber | First Gen | Homesteader | Dad to Ida & FelixChan Zuckerberg Initi.. @ChanZuckerberg
26K Followers 461 Following Building technology, community-driven solutions and collaborative partnerships for a more inclusive, just and healthy future.Dmitry Grinko @dmitry_grinko
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4K Followers 425 Following #SonyAI is @Sony's flagship AI organization. Follow as we unleash human imagination and creativity with AI.amelie_schreiber @amelie_iska
776 Followers 322 Following I ❤️ proteins! Researching protein language models, equivariant transformers, LoRA, QLoRA, DDPMs, flow matching, etc. intersex=awesome😎✡️🏳️🌈🏳️⚧️💻🧬❤️🇮🇱Nate Bennett @naterbennett0
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11K Followers 762 Following getting my phd in nlp @cornell_tech 🚠 // academic optimist // tweeting from the snack aisle at trader joesRyota Tomioka @ryotat
1K Followers 325 Following a machine learner, indoor climber, plays the cello and is interested in biology, language, and human. Favourite authors: James Tiptree Jr. and Ted Chiang.Alejandro García Cas.. @algarciacast
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490K Followers 2K Following Breakthroughs that change patients' lives. Visit https://t.co/zipcKiG1jD to learn more. https://t.co/FPP9fmzZh6Cong Liu @CongLiu202212
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143K Followers 1K Following Uniting caring with discovery to create medicines that make life better worldwide. Lilly’s official account (formerly LillyPad) https://t.co/oXewUD8FZINovartis @Novartis
300K Followers 529 Following An innovative medicines company working to reimagine medicine. See our community guidelines: https://t.co/PnsiaxwOuyMLGenX Workshop @ ICL.. @MLGenX
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2K Followers 959 Following Passionate researcher and community builder @AI_for_Science @LogConference; CS PhD @Cornell; Prev @DeepModeling, @AmlabUva, @MSFTResearchHow to GNN for your atom point cloud. I am quite impressed by this presentation: youtu.be/rUedGw3K9Uk?fe… "Smooth, exact rotational symmetrization for deep learning on point clouds"
It feels so good to withdraw from the internet and just read papers and think about research...
The most concerning part about this is that most Europeans don't realize how stagnant Europe has now become Europeans are literally blue-pilled and are mostly concerned with climate change, immigration and the Ukraine war Nobody in Europe is thinking why increasingly everything…
Wake up Europe, the digital age is bypassing you. You have no Google , Amazon, Meta, Apple. You arrogantly called SpaceX a fanciful dream and it wiped out the European Space Agency. You have no Nvidia and your response to AI has been to regulate before you have anything domestic…
So my advice is to choose the option that is the most fun. Why fun? Shouldn't you maximize future reward? Maximize future options? Maximize impact? Maximize income? 3/10
There is no globally-optimal life. There is no sequence of choices in life that will produce the "perfect life" or "perfect career". This is hard to accept but, once you accept it, it's very freeing. 2/10
Here's the secret: with this approach, at the end of your career, you'll look back and it will be a series of exciting choices. I don't know how to find a globally-optimal career but this is a pretty good approximation. 10/10 perceiving-systems.blog/en/news/the-fa… medium.com/@black_51980/t…
Young scientists regularly ask me for career advice. Academia or industry? Big company or startup? US or Europe? Good scientists in AI disciplines are fortunate to have many choices. But choosing can be stressful. I always give the same advice. 1/10
one of the most important things I know about deep learning I learned from this paper: "Pretraining Without Attention" this what I found so surprising: these people developed an architecture very different from Transformers called BiGS, spent months and months optimizing it and…
@wellingmax USA is a country driven by well educated immigration. Immigrants always need to work twice hard.
“On the Scalability of GNNs for Molecular Graphs” Where: Data-centric Machine Learning Research (DMLR) Workshop - Stolz 2 When: Sat, May 11th at 9 am Maciej Sypetkowski, Frederik Wenkel, and @dom_beaini arxiv.org/abs/2404.11568
#GRaM workshop accepts blogposts for ideas old or new written in an easy-to-understand manner. Deadline for submission 24th May AOE.
#GRaM template for Blogpost track is up on gram-workshop.github.io . Submit your blogpost on your favorite paper/s or your own in GRaM Workshop blogpost track. Accepted blogpost will be published on our website. Submission deadline 24th May AOE. #ICML2024
And we celebrated the 500th promotion chaired by prof. Peter van Emde Boas. What a milestone! . Thanks from @UvA_IvI! I’m sure many here on Twitter/x had him as chair during their defense.
Much awaited update of one of the coolest books in our field. Inspired by the courses of @mmbronstein and @PetarV_93 I am excited to try my luck in teaching GDL next fall :)
We started releasing the first chapters of our Geometric Deep Learning book and the accompanying slides from the corresponding Oxford and Cambridge courses.
The "AI is hitting a wall" situation > 100 years ago
We started releasing the first chapters of our Geometric Deep Learning book and the accompanying slides from the corresponding Oxford and Cambridge courses.
After 3 years, it's time for us to start sharing the chapters of the GDL book! ❤️ Also included: companion slides from our @Cambridge_Uni & @UniofOxford courses 🧑🎓 Chapter 1 is out **now**! More to follow soon 🎉 geometricdeeplearning.com/book 📖 @mmbronstein @joanbruna @TacoCohen
After 3 years, it's time for us to start sharing the chapters of the GDL book! ❤️ Also included: companion slides from our @Cambridge_Uni & @UniofOxford courses 🧑🎓 Chapter 1 is out **now**! More to follow soon 🎉 geometricdeeplearning.com/book 📖 @mmbronstein @joanbruna @TacoCohen
Interested in the unique challenges at the intersection of Reinforcement Learning & Drug Discovery? New internship in Amsterdam: jobs.careers.microsoft.com/global/en/shar… Do research w/ @MaziarzKris, @fiberleif, @jagarridotorres, Ran Bi, @marwinsegler & me in AI4Science! Questions? Reach out!
@Ellis_Amsterdam @nvidia @Lab42UvA @davidmknigge @samuelepapa_ @RValperga Once again, thank you all for attending! I had a very nice time with y'all. The recordings will be released soon! They will be hosted at thedeepthinkinghour.github.io. For those interested, you can already find the slides at: drive.google.com/file/d/1-lNdFF…
Back from 3 weeks of teaching ELBOs and Diffusion Models at AIMS in Cape Town. What an inspiring class of students! Thanks to @ulrichpaquet and Claire David for hosting me!