Francesco Locatello
@FrancescoLocat8Assistant prof at ISTA. Prev: AWS, PhD at ETH Zürich/Max Planck Institute for Intelligent Systems.
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Towards Causal Representation Learning: led by @bschoelkopf and myself, with amazing co-authors Stefan Bauer, @rosemary_ke, @NalKalchbrenner, @anirudhg9119, Yoshua Bengio, accepted in the Proceedings of the IEEE. Link: arxiv.org/abs/2102.11107
✨ Meet #ResiDual, a novel perspective on the alignment of multimodal latent spaces! Think of it as a spectral "panning for gold" along the residual stream. It improves text-image alignment by simply amplifying task-related directions! 🌌🔍 arxiv.org/abs/2411.00246 [1/6]
@ISTAustria welcomes renowned scientist, inventor, and entrepreneur Alex Bronstein as a faculty member! After a year as a Visiting Professor, he joins us to advance machine vision, #MachineLearning in life sciences—and even #AI in music! Read more 🔗 bit.ly/48uOcgX
🚀 Thrilled to announce our new paper: “Cross-Entropy is All You Need: Classification for Provably Identifiable Representations” 📄 arxiv.org/abs/2410.21869 🎉 Why I’m excited 🧵: [0/n]
Why training a linear probe on top of a pretrained representation can solve so many different tasks? We take an identifiability viewpoint and show when/why your pretrained model actually learned ground truth factors of variations in your data! arxiv.org/abs/2410.21869
BREAKING NEWS The Royal Swedish Academy of Sciences has decided to award the 2024 #NobelPrize in Physics to John J. Hopfield and Geoffrey E. Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks.”
⭐⭐⭐ Join the group ⭐⭐⭐ Postdoctoral positions are open as part of the ERC Grant Calcifer 🔥 ! Job advertisement and How to apply: aas.org/jobregister/ad… 🚩 Deadline October 25th
The #ELLISPhD application portal is now open! Apply to top #AI labs & supervisors in Europe with a single application, and choose from different areas & tracks. The call for applications: ellis.eu/news/ellis-phd… Deadline: 15 November 2024 #PhD #PhDProgram #MachineLearning #ML
📢Submit by Nov 2 to CLeaR, if you are researching on Causal Discovery, Causal Inference, Intersections of Causality and Machine Learning, and many others! Check out our Call for Papers cclear.cc/2025/CallforPa…
We are thrilled to announce the 4th Conference on Causal Learning and Reasoning (CLeaR), taking place in Lausanne, Switzerland, from May 7-9, 2025! Submission deadline: Nov 2, 2024, 11:59 PM AoE. For details, visit cclear.cc/2025/CallforPa… 😀😎
We are delighted to announce that Dr Leena Chennuru Vankadara will join the Unit as Lecturer in Feb 2025, developing theoretical understandings of scaling and generalization in deep learning and causality. Welcome aboard @leenaCvankadara! Learn more at ucl.ac.uk/gatsby/news-an…
PhD applications at @GatsbyUCL now open! Fully funded regardless of nationality. See below for application details!
📢 Applications for 2025 Gatsby Unit PhD programme are open! Submit by 11 Nov 2024. 💰 Fully funded regardless of nationality ℹ️ ucl.ac.uk/gatsby/study-a…
Now that every one of my collaborators got my handle wrong… I have to also share this! Happy to share our perspective piece on virtual cells with the team from @cziscience, @StephenQuake , our AI residents @Prof_Lundberg , @jure , Aviv, @_bunnech , @yusufroohani , @YanayRosen ,…
Together with AI/ML experts, we explored how virtual cell models can advance scientific discovery. Rooted in community discussions, this 🆕 preprint lays out a roadmap for a large-scale, collaborative research agenda on AI-driven virtual cells bit.ly/3MP3mnx
#AITHYRA is born! 🎉 OeAW is founding a new institute at the intersection of #AI & #biomedicine – the AITHYRA Institute. Meet the new founding director and DeepMind Professor of Artificial Intelligence @mmbronstein Watch now ➡️youtu.be/pTA6DPQpxfo #boehringeringelheimstiftung
Welcome to Vienna BioCenter, AITHYRA - A new research institute focused on Artificial Intelligence (AI) and biomedicine is set to join the Vienna BioCenter Read more: lnkd.in/dHCpyBNn
I am very excited to start a new journey funded by @ERC_Research ! Postdoctoral positions will open very soon, reach out!
Three @ISTAustria scientists have won @erc_research Starting Grants #ERCStG! A combined 4.8 million euros will go to @MMondelli, @aliciakmichael, and @lisa_Bugnet Read more about the scientists and their projects 🔗 bit.ly/3XvfQXo
@Dingling_Yao, Dario Rancati, @marco_fumero , and @FrancescoLocat8 also have an awesome recent paper on unifying CRL from an invariance perspective; you should check that out, too! arxiv.org/abs/2409.02772
Take your career to the next level: #FacultyCall @ISTAustria is open! We're seeking exceptional group leaders in #chemistry, #ComputerScience, #DataScience, #EarthScience, #LifeSciences, #mathematics, and #SoftMatterPhysics to join our institute. Apply 🔗 bit.ly/47mxEre
Grateful to @ERC_Research and excited to start the project. This would not have been possible without my group at @ISTAustria and my collaborators, thank you! Multiple open positions (postdocs, PhDs, interns), strong candidates encouraged to reach out. marcomondelli.com
Three @ISTAustria scientists have won @erc_research Starting Grants #ERCStG! A combined 4.8 million euros will go to @MMondelli, @aliciakmichael, and @lisa_Bugnet Read more about the scientists and their projects 🔗 bit.ly/3XvfQXo
to follow up my recent post on "the mech-int community would likely benefit from learning more about manifolds" -- the following "old" work by @FrancescoLocat8 is certainly worth revisiting as well: arxiv.org/abs/1811.12359
We are thrilled to announce the 4th Conference on Causal Learning and Reasoning (CLeaR), taking place in Lausanne, Switzerland, from May 7-9, 2025! Submission deadline: Nov 2, 2024, 11:59 PM AoE. For details, visit cclear.cc/2025/CallforPa… 😀😎
We have an amazing lineup of keynote speakers: @feishaAI @KaterinaFragiad @mmbronstein @StefanieJegelka @tkipf and Masashi Sugiyama! #fml2024 Join us as fml2024.ista.ac.at
Are you planning to attend #ICML2024 in Vienna? Why not come two days earlier and attend the Symposium "The Future of Machine Learning" at @ISTAustria on July 19th? We'll have great speakers, free coffee, and enough space to meet and chat. Join now at fml2024.ista.ac.at
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