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
09.09.2025 07:46 โ ๐ 1 ๐ 0 ๐ฌ 1 ๐ 0
So, we managed to survive review and published it is: npg.copernicus.org/articles/31/...
16.11.2024 17:44 โ ๐ 7 ๐ 1 ๐ฌ 0 ๐ 0
SpectralIndices.jl v0.2.0 is out!
Dive into enriched docs with DataFrames & YAXArrays examples and enjoy significantly faster index computations. Upgrade now for a smoother experience!
#JuliaLang #SpectralIndices
07.02.2024 09:12 โ ๐ 3 ๐ 1 ๐ฌ 0 ๐ 0
Happy for PhD cand Francesco Martinuzzi for having is paper in discussion comparing various RNNs in modelling vegetation responses ... there are still arguments for #ESNs, but all models struggled to capture impact of extremes. More research needed! ๐ฑ๐ ๐https://doi.org/10.5194/egusphere-2023-2368
18.10.2023 09:35 โ ๐ 6 ๐ 3 ๐ฌ 0 ๐ 1
Bot posting strange spaceships and weird worlds. #AIArt (#midjourney) inspired by vintage scifi art. Text in post unrelated to image. Non-commercial. Owner: @airmindedai.airminded.org
Independent artist, programmer and researcher. Generative art, interactive installations & mind expanding tech. Former Creative Director at Void.
Discover our #openaccess journals devoted to the application and development of #MachineLearning and #ArtificialIntelligence for the sciences, health, earth and engineering.
ML Series: https://bit.ly/3FUYyNe
AI for Science: https://bit.ly/3QZlflu
Lambent Society Founder | Professor | Hourglass Emergence + Computation | Flourishing | Kitchen Alchemist + Vegetarian | if โmissingโ, check Wilderness
Researcher @uniLeipzig.bsky.social & @rsc4earth.bsky.social
My work: #PHENOPLEXITY
= #nonlinearDynamics + #complexity + #ML
Analyses: plant #phenology & #biodiversity.
Data: #citizenscience, #remoteSensing, #sentinel2, #eddycovariance, #DataCubes, #TLS
Postdoc @ Northeastern, @ndif-team.bsky.social w/ @davidbau.bsky.social. Interpretability โฉ HCI โฉ #NLProc. Creator of @inseq.org. Prev: PhD @gronlp.bsky.social, ML @awscloud.bsky.social
gsarti.com
Account of the Max Planck Institute for the Physics of Complex Systems in Dresden; tweets by Pablo Pรฉrez, Uta Gneisse, and Pierre Haas @lepuslapis.bsky.social.
PhD student at @bifold.berlin, Machine Learning Group, TU Berlin.
Automatic Differentiation, Explainable AI and #JuliaLang.
Open source person: adrianhill.de
PhD Student at TUM and PIK working on physics-constrained machine learning for weather and climate modeling. Currently visiting Caltech.
Julia is a high-level, dynamic programming language built for technical computing.
Official Bluesky account of the Julia Language Project
#JuliaLang
Princeton computer science prof. I write about the societal impact of AI, tech ethics, & social media platforms. https://www.cs.princeton.edu/~arvindn/
BOOK: AI Snake Oil. https://www.aisnakeoil.com/
official Bluesky account (check username๐)
Bugs, feature requests, feedback: support@bsky.app
Climate scientist, juggler. Bikes etc. Blogging at https://www.realclimate.org - data visualization, explainers, and debunking.
Uses machine learning to study literary imagination, and vice-versa. Likely to share news about AI & computational social science / Sozialwissenschaft / ็คพไผ็งๅญฆ
Information Sciences and English, UIUC. Distant Horizons (Chicago, 2019). tedunderwood.com
MP for Birmingham Yardley
Epidemiologist and science communicator | newsletter: epiellie.substack.com | cohost @casualinfer podcast | Causal inference for public health #epitwitter | Canadian in US ๐จ๐ฆ | she/her/Dr
Founder & PI @aial.ie. Assistant Professor of AI, School of Computer Science & Statistics, @tcddublin.bsky.social
AI accountability, AI audits & evaluation, critical data studies. Cognitive scientist by training. Ethiopian in Ireland. She/her
Researcher trying to shape AI towards positive outcomes. ML & Ethics +birds. Generally trying to do the right thing. TIME 100 | TED speaker | Senate testimony provider | Navigating public life as a recluse.
Former: Google, Microsoft; Current: Hugging Face
