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AutoML.org

@AutoML_org

research groups on Automated Machine Learning

 Freiburg & Hannover & Tübingen
automl.org
Joined August 2016
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The data science revolution is getting closer. TabPFN v2 is published in Nature: nature.com/articles/s41586-0… On tabular classification with up to 10k data points & 500 features, in 2.8s TabPFN on average outperforms all other methods, even when tuning them for up to 4 hours🧵1/19
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We are elated to introduce our most recent work on time-series foundation models - Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models. Authors: @o_swelam, Sathya Kamesh, @julien_siems, David Salinas, @FrankRHutter Link: arxiv.org/abs/2410.09385
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Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues Forget my earlier post, this is the cool one! :) Analysis of STATE TRACKING capabilities of "linear RNNs" (GLA, MAMBA, mLSTM). P: arxiv.org/abs/2411.12537
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Transformers perform remarkable generalizations in the in-context learning setting. E.g. when trained only on step functions, the model generalizes to smooth predictions when given a smooth input. (1/n, a paper thread)
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What a great pleasure it was to host the @automl_conf here in Paris this week. Big shoutout to all co-organizers and in particular to the amazing @ElenaRaponi_ @anjajankovic Simon Provost and to the online chairs Gabi Kadlecová and @AndreBiedenkapp See you in NYC next year 😃
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We have another opening for a PhD in AutoML @LMU_Muenchen. Apply now at job-portal.lmu.de/jobposting… #PhD #MachineLearning #Statistics #DataScience #AutoML
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In less than a month, the AutoML Conference 2024 will be in Paris. I don't think that we can quite compete with the #Olympics, but we will give our best ;-)
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In #Vienna for #ICML2024 to present our latest work! With @_herilalaina_, @StAdriaensen, @karibbov, @Edberg_Wardman, and @FrankRHutter, we introduce, ifBO: In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization.
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Joint work with @LindauerMarius, Florian Karl, Julia Moosbauer, @ATornede, @amuellerml, @FrankRHutter and @BBischl
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📝In the meantime you can also read a short summary blog post at automl.org/position-a-call-t… or watch a video summary at youtube.com/watch?v=17lH-fhj… 🎥 2/3
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Wondering how humans should be involved in designing #AutoML solutions 🤔? Check out our #ICML2024 paper: "Position: A Call to Action for a Human-Centered AutoML Paradigm"! 📄✨ proceedings.mlr.press/v235/l… Drop by at our poster on Thu, Jul 25 at 11:30 AM in Hall C 4-9 #2003 📅 1/3

Position: A Call to Action for a Human-Centered AutoML Paradigm

Automated machine learning (AutoML) was formed around the fundamental objectives of automatically and efficiently configuring machine learning (ML) workflows...

proceedings.mlr.press
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AutoML.org retweeted
CAIRNE (@cairne_eu) profile picture
CAIRNE
@cairne_eu18 Jul 2024
🌟 4th AutoML School 2024 🌟 Join us in Hannover for an inspiring week of learning and networking in the world of AutoML! 🌍🤖 For more information, visit this automlschool.org/hom #AutoML #MachineLearning #ML #AI #TechEvents #Hannover2024 #SummerSchool #Data
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🚨 Reminder! Less than one week left to submit your tutorial proposals for @automl_conf 🚀 Share your insights and hands-on sessions with the community. Deadline: 21.05 AOE #AutoML #AutoML24 Submit here: 2024.automl.cc/?page_id=796
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🤔 If you wondered how you could contribute to #AutoML as part of the AutoML Conference, we have ample opportunities: 👇
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🌟 AutoML 2024 Conference Announcement 🌟 We're breaking new ground at AutoML 2024! This year, we’re thrilled to introduce a new special track for nontraditional content.
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Yesterday, we sent out all the notifications for our main track at #AutoML Conference 2024, incl. the method track and the ABCD track. Congratulations to the authors of accepted papers or papers invited to the workshop track.
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♨ We welcome submissions to our workshop track at #AutoML24 This provides you with the chance to submit your first ideas on new #AutoML ideas and present hot-off-the-press papers.
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The cfp directly mentions 🗣 "We explicitly encourage the submission of short versions of work that is in preparation for, under review or accepted at top conferences occurring within 6 months of AutoML 2024 (a non-exhaustive list includes ICLR’24, ICML’24, NeurIPS’24)."
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🔥 A new #AutoML competition is born: the AutoML Grand Prix. It is a collaboration between Kaggle and the AutoML Conference 2024. Details at: kaggle.com/automl-grand-prix kaggle.com/discussions/gener…
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Today is the day! Register your #AutoML submission via openreview.net/group?id=auto… or openreview.net/group?id=auto…

AutoML 2024 Conference

Welcome to the OpenReview homepage for AutoML 2024 Conference

openreview.net
AutoML Conference (@automl_conf) profile pictureAutoML Conference@automl_conf21 Feb 2024
Only 5 days left till the abstract deadline. don't miss it ;-)
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