Francesco Martinuzzi

169 posts

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Francesco Martinuzzi

Francesco Martinuzzi

@MartinuzziFra

Postdoctoral researcher | Chaos and ML | @mpi_pks

Leipzig, Germany Katılım Şubat 2015
388 Takip Edilen258 Takipçiler
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Francesco Martinuzzi
Francesco Martinuzzi@MartinuzziFra·
What is the minimally effective way to construct a reservoir computer that can learn chaotic dynamics? In my new paper, I demonstrate that deterministically constructed reservoirs with minimal topologies (MESNs) consistently outperform conventional random-initialized ESNs. 1/2
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Francesco Martinuzzi
Francesco Martinuzzi@MartinuzziFra·
What is the minimally effective way to construct a reservoir computer that can learn chaotic dynamics? In my new paper, I demonstrate that deterministically constructed reservoirs with minimal topologies (MESNs) consistently outperform conventional random-initialized ESNs. 1/2
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ScaDS.AI Dresden/Leipzig
ScaDS.AI Dresden/Leipzig@Sca_DS·
⭕️ This week @Sca_DS. Our scientists (and their green colleagues🍃) are moving up. In recent years, @Sca_DS has grown rapidly. With the additional space on the 5th floor, our center in Leipzig has now more than doubled in size. This week the move was mostly completed. #RoomToGrow
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Claudio Gallicchio
Claudio Gallicchio@claudiogallicc1·
🚀 Call for Papers 🚀 Special Session: Reservoir Computing in the Deep Learning Era: Theory, Models, Applications, and Hardware 📍 IJCNN 2025 | 30 June - 5 July 2025 | Rome, Italy 🔗 lnkd.in/da9pMn-S 📅 Submission Deadline: January 30, 2025 (extended)
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Ruben Ohana
Ruben Ohana@oharub·
Generating cat videos is nice, but what if you could tackle real scientific problems with the same methods? 🧪🌌 Introducing The Well: 16 datasets (15TB) for Machine Learning, from astrophysics to fluid dynamics and biology. 🐙: github.com/PolymathicAI/t… 📜: openreview.net/pdf?id=00Sx577…
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ScaDS.AI Dresden/Leipzig
ScaDS.AI Dresden/Leipzig@Sca_DS·
🌳On Wednesday, the 3rd annual Topic Area Meeting of the Earth and Environmental Sciences @ScaDS_AI took place. With great success! 🌍Throughout the day, more than 30 participants discussed their research across environmental sensor types, scales and ML architectures. #AppliedAI
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Felix Koehler
Felix Koehler@felix_m_koehler·
Judging its performance after decorrelation via the Lorenz map, we see that it does not fully replicate the known arcs but seems to be noisily placed around it. However, I still think that it is a surprising result after only ~6 minutes of NN training on a CPU.
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Felix Koehler
Felix Koehler@felix_m_koehler·
Check out my latest video on training a simple MLP to autoregressively emulate the Lorenz system: youtu.be/m4K_gtn_bYg
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Miguel Mahecha
Miguel Mahecha@MiguelDMahecha·
To get 2 reviewers per paper at @EnvDataScience, I have to invite >20. Meanwhile, I get daily review requests I have to decline—already committed to project and tenure reviews + journal duties. So I can't blame anyone, but how do we fix this unsustainable system??? #PeerReview
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CrossLabs
CrossLabs@crosslabstokyo·
@MartinuzziFra That's right! It builds off that study directly. Here, we are doing a deeper dive into what swarm RCs are capable of!
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CrossLabs
CrossLabs@crosslabstokyo·
Swarm Reservoirs: Recently, we have begun to study swarms and swarm behavior as a potential substrate for reservoir computing: crosslabs.org/blog/swarm-res…
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David Montero Loaiza
David Montero Loaiza@dmlmont·
And another day with a great workshop on #AwesomeSpectralIndices here in Tartu 🇪🇪 #FOSS4GE2024! 🥳 Thank you very much to all participants for the nice time and the insightful discussion! @MartinuzziFra @Rsc4Earth @idiv @UniLeipzig @GoogleDevEurope
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FOSS4G Europe 2025@foss4ge

🌟Day 2 of unlocking the power of geospatial tools at #FOSS4GE2024! Highlights from some of our on-going workshops on #ASI #MapLibre 🛰️ A big shout-out to all the workshop leaders @dmlmont , @MartinuzziFra @nyuriks, #BartLouwers and others 🙌 #foss4ge #tartu

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Francesco Martinuzzi
Francesco Martinuzzi@MartinuzziFra·
Very thankful to have been given the opportunity to showcase SpectralIndices.jl in the ASI workshop at FOSS4G Europe! 🎉 Tomorrow I will present the library in depth, with some more discussion about its potential applications to machine learning: isprs-archives.copernicus.org/articles/XLVII…
FOSS4G Europe 2025@foss4ge

🌟Day 2 of unlocking the power of geospatial tools at #FOSS4GE2024! Highlights from some of our on-going workshops on #ASI #MapLibre 🛰️ A big shout-out to all the workshop leaders @dmlmont , @MartinuzziFra @nyuriks, #BartLouwers and others 🙌 #foss4ge #tartu

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@Sca_DS @NatureComms @dmlmont @MiguelDMahecha @gdkrmr @ancapopescu7 @felixcremer @ChaonanJi