Left top: Wasserstein-2 convergence plot. Left bottom: Autocorrelation function for different lags. Right: Visualization of trajectories produced by ULA and our algorithm, ILA, with different values for the momentum parameter.
If you’re using gradient-based MCMC sampling, this might be for you 🔥
We extend ULA with momentum (inspired by Polyak’s heavy ball algorithm). The result: faster sampling ⚡ with provable ergodicity and bias bounds in Wasserstein-2.
👉 Go to: arxiv.org/abs/2510.06723
#MCMC #Langevin #Sampling #ML
09.10.2025 07:39 — 👍 2 🔁 0 💬 0 📌 0
The Institute for Habsburg and Balkan Studies (IHB) at the Austrian Academy of Sciences (OeAW) is a non-university institution for historical research on the Habsburg Empire and the Balkan region.
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🇦🇹 Bundesminister für Finanzen
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Journalist und Historiker. Gestalter des Podcast Falter Radio. Für den ORF Korrespondent Moskau, Washington, Brüssel, Peking. Bücher zu Zeitgeschichte und internationaler Politik.
Herausgeber der Wiener Wochenzeitung Falter.
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Unsternstunden https://shop.falter.at/9783552076198.html
Gedichte https://shop.falter.at/detail/9783707608670/sieben-fluesse(Czernin).
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Technik hat Folgen – unsere Forschung für Politik und Gesellschaft
Wir sind Teil der Österreichischen Akademie der Wissenschaften.
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Mathematician interested in data & biology. Max Planck Institute & TU Dresden. Oxford Maths Institute & St John’s College, Oxford. Previously Imperial College London & Umass Amherst.
Die Österreichische Akademie der Wissenschaften (ÖAW) ist Österreichs zentrale außeruniversitäre Einrichtung für Wissenschaft und Forschung. Ihr findet uns auf www.oeaw.ac.at.
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How do cells form tissues? Our research program spans the scales from molecules to organisms. News from the Max Planck Institute of Molecular Cell Biology and Genetics (MPI-CBG) in Dresden, Germany. Impressum: https://www.mpi-cbg.de/impressum
EurIPS is a community-organized, NeurIPS-endorsed conference in Copenhagen where you can present papers accepted at @neuripsconf.bsky.social
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AITHYRA is a new dynamic research institute for biomedical AI in Vienna. AITHYRA seeks to build Europe’s premier institute for AI-driven biological and medical research, uniting computer scientists, engineers, and biologists in a collaborative environment.
Journalist
Ressortleiter Innenpolitik ORF, früher Moderator #klartext
EarthScope Consortium supports transformative global geophysical research and education. Operator of the NSF National Geophysical Facility. #NSFfunded
#Artificial #Intelligence for #Earth, #Brain, #Social and #Climate sciences • Universitat de València @uv.es
More papers from our team ➡️ http://linktr.ee/ISPUV
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The German Conference on Pattern Recognition (GCPR) is the annual symposium of the German Association for Pattern Recognition (DAGM). It is the national venue for recent advances in image processing, pattern recognition, and computer vision.
