#ReservoirComputing
LightNews LightNews
getnews-me.bsky.social
ResCP, a training‑free method, creates prediction intervals for time‑series data, cutting computational cost and providing coverage without retraining. Read more: https://getnews.me/reservoir-conformal-prediction-advances-time-series-forecasting/ #reservoircomputing #conformalprediction
Reservoir Conformal Prediction Advances Time Series Forecasting
October 8, 2025 at 6:52 AM
mainzuniversity.bsky.social
#ExperimentalPhysics & #TheoreticalPhysics researchers at #UniMainz developed #skyrmion-based approach for energy-efficient #computing w/ tiny magnetic vortices by combining Brownian & #ReservoirComputing https://www.uni-mainz.de/presse/aktuell/16669_ENG_HTML.php #skyrmions ...
December 12, 2024 at 12:47 PM
getnews-me.bsky.social
Qubit‑boson system using Jaynes‑Cummings (JC) and DJC acts as a reservoir, achieving forecast accuracy on Mackey‑Glass series comparable to top methods. Read more: https://getnews.me/quantum-reservoir-computing-with-jaynes-cummings-model-for-time-series/ #quantumcomputing #reservoircomputing
Quantum Reservoir Computing with Jaynes‑Cummings Model for Time‑Series
October 3, 2025 at 4:45 AM
azoai.bsky.social
Predicting the Unpredictable: The New Era of Reservoir Computing 🔬🤖📊 www.azoai.com/news/2025011... #ReservoirComputing #MachineLearning #ChaosTheory #NonlinearDynamics #ArtificialIntelligence #GeneralizedReadout
Predicting the Unpredictable: The New Era of Reservoir Computing
Researchers introduced a novel reservoir computing framework with a generalized readout, leveraging higher-order nonlinearities to enhance accuracy and robustness in predicting chaotic systems.
www.azoai.com
January 17, 2025 at 4:15 AM
unimainz.bsky.social
Erfolg beim energiesparenden Computing mit magnetischen Wirbeln: Brownsches #ReservoirComputing ermöglicht, Handbewegungen mit den Bewegungen eines Skyrmions zu erkennen https://presse.uni-mainz.de/erfolg-beim-energiesparenden-computing-mit-magnetischen-wirbeln/ #Physik #Spintronik...
December 21, 2024 at 5:50 PM
unimainz.bsky.social
🎉 Herzlichen Glückwunsch an Libor Šmejkal, Robin R. Neumann und Grischa Beneke zur Auszeichnung ihrer wissenschaftlichen Arbeiten in den Bereichen #Altermagnetismus, #Magnonen und #ReservoirComputing durch die #DeutschePhysikalischeGesellschaft! 👉 www.phmi.uni-mainz.de/auszeichnung...

#Physik
Auszeichnungen auf dem Gebiet der Physik der kondensierten Materie für drei JGU-Physiker | FB 08 - Physik, Mathematik und Informatik
www.phmi.uni-mainz.de
April 27, 2025 at 12:21 PM
alecrimi.bsky.social
#Brain #organoid reservoir computing for real world #ArtificialIntelligence .... tell me if this is not real science
www.nature.com/articles/s41...

#AI #reservoircomputing synthetic #NeuralNetworks
Brain organoid reservoir computing for artificial intelligence - Nature Electronics
A living artificial intelligence hardware approach that uses the adaptive reservoir computation of biological neural networks in a brain organoid can perform tasks such as speech recognition and nonli...
www.nature.com
December 12, 2023 at 9:23 PM
intjextremmanuf.bsky.social
A new #IJEM review examines in-memory and in-sensor Reservoir Computing (RC) with #nano-memristors, highlighting current applications and future directions.

Open Access: doi.org/10.1088/2631-7990/ad88bb
#ExtremeManufacturing #AI #Memristors #ReservoirComputing #EdgeAI #AIRevolution #NeuromorphicAI
March 12, 2025 at 7:25 AM
nowbreezing.ntw.app
Here's the Top 10 Trending Words over the Past 10 Minutes (weighted by past usage):
️⚠️💨1 - polling
2nd - 暑かっ
3rd - ゼンゼロ
4th - väl
5th - 退勤
6th - 夏休み
7th - voted
8th - station
9th - lib
10th - tories
(tap/click to see all posts with that word!)

#ListenToBlackVoices
Word Cloud; its top words (sorted by weighted frequency, descending): polling, 暑かっ, ゼンゼロ, väl, 退勤, 夏休み, voted, station, lib, tories, schoof, krank, バチコン, もうちょい, zzz, transphobic, tory, snp, schlechte, nachdem, kamera, greens, eigene, begriff, 食べよ, 涼しく, 店員, 帰ろ, 七夕, マック, ビール, ドリンク, スっ, ぶん, їх, vote, uk, tod, seats, quinta, mps, labour, keir, hört, fireworks, familie, downloading, delivered, darum, autres, aujourd'hui, @shickwata.bsky.social, 隠れ, 限っ, 関わる, 進撃, 進める, 迷い, 貰える, 補給, 納品, 穂高, 眼鏡, 直後, 用事, 焼きそば, 溶け, 暴れ, 暑い, 断っ, 救急, 定時, 夕飯, 夕食, 呟く, 反対, 冷房, 冷やし, 余っ, ワーク, レア, マクド, フォント, ビビる, ツール, チキン, スイカ, コントローラー, クーラー, アク, よき, やり方, ふう, でっかい, ついて, だんだん, たって, そのもの, きた, かき氷, お疲れ様, いえいえ, یه, بود, whilst, termin, tactically, tactical, starmer, returning, reminding, problématique, postal, pencil, passe, null, neuer, namen, merz, meint, m83, lief, lecker, kraft, kamala, judgement, industrial, independence, id, heul, helsinki, harris, gleichen, genauso, gemeinsam, folge, ffxiv, fenster, fehlt, ey, dessus, chinesische, bora, bock, 7/4, 1,111, 있어서, 원래, 없는, 아니라, 보고, 魅力, 驚き, 餃子, 随分, 開く, 野生, 醤油, 避け, 連なる, 通勤, 透明, 逃し, 返す, 買お, 貴族, 語彙, 誘っ, 認知, 詰まっ, 見直し, 見れる, 製造, 裁判, 蕎麦, 花束, 自戒, 脱い, 考え方, 美容, 罪悪, 組ん, 細かく, 紙幣, 移住, 確率, 疑問, 生還, 生き方, 猛暑, 特別, 火花, 溶ける, 浴衣, 浮気, 流れる, 活用, 気付け, 殺さ, 止まる Hashtag Cloud; its hashtagged words/phrases (sorted by weighted frequency, descending): artfight2024, trump, july4th, bluesky, biden, 東京, ブル, イマソラ, wordle, women, twitchde, style, shorts, scifiart, rostock, reservoircomputing, podcast, nsfwart, ki, gwt, govegan, generalelection, fashion, eldenring, edxw, dogsatpollingstations, dlh436, dalle3, boeing, baystars, artfight, airbus, adsb, aca839 Emoji Cloud; its emojis (sorted by weighted frequency, descending): 📍, 🥚, 🍪, 🐥, ☝, 🍨, 🍅, 🈵, ✔️, 🧨, 🦦, 🥬, 🥗, 🟧, 🚗, 😫, 💸, 💃🏻, 🎇, 🍹, 🍩, 🌷, 🈳, ㊗, 🫶🏽, 🧸, 🧊, 🥛, 🥐, 🤷🏻‍♂️, 🤧, 🤡, 🤞🏻, 🤖, 🚫, 🚃, 🙏🏽, 🙇🏻, 😗, 🗳️, 🖖🏻, 💗, 🐶, 🐈‍⬛, 🏃🏻‍♀️, 🎡, 🎉, 🍮, 🍣, 🌼, 🇦🇹, 〰, ❤️‍🩹, ❗, ⚔, ☹️ @bsky.app and the bsky.team have finally taken the first step. We must take the time to see how @safety.bsky.app fares and if the team will do the rest. #ListenToBlackVoices
July 4, 2024 at 9:30 AM
persagen.bsky.social
Min. Genetic Circuit for Cellular Anticipation
www.biorxiv.org/content/10.1...

Circuit design in biol./ML
arxiv.org/abs/2408.09604
stevefrank.org
en.wikipedia.org/wiki/Steven_...
en.wikipedia.org/wiki/Reservo...

Biol. circuit anticipates trend
academic.oup.com/evlett/artic...
#SyntheticBiology #ML
Minimal Genetic Circuit for Cellular Anticipation https://www.biorxiv.org/content/10.1101/2025.04.22.649979v1?rss=1 Circuit design in biology and machine learning. I. Random networks and dimensional reduction https://arxiv.org/abs/2408.09604 Steven A. Frank https://stevefrank.org/ https://en.wikipedia.org/wiki/Steven_Frank_(biologist) https://en.wikipedia.org/wiki/Reservoir_computing Biological circuit to anticipate trend https://academic.oup.com/evlett/article/8/5/719/7697097 #SyntheticBiology #SyntheticCircuits #ReservoirComputing #EvolutionTheory #ML #DimensionReduction #biocomputing #SteveFrank
April 29, 2025 at 2:42 PM
intjextremmanuf.bsky.social
This review describes the principles, #Fabrication processes, progress, and applications of in-memory & in-sensor nano-#Memristors-based #ReservoirComputing systems, highlighting the challenges & future strategies.

#IJEM #OpenAccess: doi.org/10.1088/2631...
December 6, 2025 at 3:08 AM
hinaut.bsky.social
Plus d’infos sur le sujet ici :
jfaulon.com/phd-subject-...

Supervisé par Jean-Loup Faulon & Xavier Hinaut

@reservoirpy.bsky.social
#MachineLearning #Bioinformatics #ReservoirComputing #Recrutement
PhD subject : Bacterial Reservoir Computer – Retro Synthetic Biology Team
jfaulon.com
April 9, 2025 at 4:21 PM
idw-online.de
Erfolg beim energiesparenden Computing mit magnetischen Wirbeln: Brownsches #ReservoirComputing ermöglicht, Handbewegungen mit den Bewegungen eines Skyrmions zu erkennen // #Physik #Spintronik #Skyrmionen #Computing #TopDyn
@NatureComms @uni_...
weiterlesen
Das Skyrmion, ein magnetischer Wirbel, wird auf dem dreieckigen Dünnschichtfilm durch eine elektrische Spannung in Bewegung gesetzt. Aus der Bewegung des Skyrmions wird danach darauf zurückgeschlossen, welche Art von Handbewegung durchgeführt wurde. - Copyright Abb./©: Grischa Beneke / JGU
September 16, 2024 at 1:04 PM
alecrimi.bsky.social
Updates on the 🧠#brain effective connectivity library:
1. Added #Reservoircomputing causality as nonlinear #Granger:
github.com/alecrimi/eff...
2. Now labels on to the nodes
3. Added directionality shown with colors from blue to white (white as the arrows) github.com/alecrimi/eff...
#AI #neuro
March 24, 2025 at 1:04 PM
alecrimi.bsky.social
Li #attractor=chaotic vibes like Lorenz/Chen use its wild dynamics for #ReservoirComputing to process time series.
The truth: just use it because it looks cool⚔🏴‍☠️🌊
def dequan_li(x,y,z):
dx = a*(y - x) + y*z
dy = b*x - x*z+y
dz = c*z + x*y/3
return dx,dy,dz
September 21, 2025 at 11:41 PM
mainzuniversity.bsky.social
Energy-saving computing with magnetic whirls: Brownian #ReservoirComputing allows to detect human hand gestures on the basis of diffusion and displacement of #skyrmions https://press.uni-mainz.de/energy-saving-computing-with-magnetic-whirls/ #physics #spintronics #magnetism...
December 12, 2024 at 10:24 AM
nob98.bsky.social
🧩 New arXiv preprint from our group!
Spectral-Residual Reservoir Computing approach boosts time-series anomaly detection accuracy with bottom-up attention and without heavy training cost — ideal for Edge AI.
Preprint: arxiv.org/abs/2510.14287
#ReservoirComputing #EdgeAI #AnomalyDetection
Enhancing Time-Series Anomaly Detection by Integrating Spectral-Residual Bottom-Up Attention with Reservoir Computing
Reservoir computing (RC) establishes the basis for the processing of time-series data by exploiting the high-dimensional spatiotemporal response of a recurrent neural network to an input signal. In pa...
arxiv.org
October 21, 2025 at 10:01 AM
identityelement.bsky.social
Beyond metric preservation: build symplectic structural invariance into representation.

arxiv.org/abs/2512.19409

#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
Symplectic Reservoir Representation of Legendre Dynamics
Modern learning systems act on internal representations of data, yet how these representations encode underlying physical or statistical structure is often left implicit. In physics, conservation laws...
arxiv.org
December 23, 2025 at 8:54 AM
deep-adhya.bsky.social
How are brains and computers interfacing and can life changing injuries become a thing of the past? My thoughts. #neuralink #synchron #reservoircomputing #brainorganoids medium.com/@neuroblue/c...
Can brains and computers co-exist?
“Would you let Elon Musk tinker with your brain?” That’s the question Matt Novak asked in his article in which he covered the departure of…
medium.com
May 10, 2024 at 12:38 PM
azoai.bsky.social
Next-Gen AI Hardware Uses Spin Waves to Unlock Unmatched Computing Power 🌐💡📊 www.azoai.com/news/2025011... #AI #SpinWaves #ReservoirComputing #IonGating #AdvancedScience #Neuromorphic #Innovation #EnergyEfficiency #MagneticMaterials #Computing
Next-Gen AI Hardware Uses Spin Waves to Unlock Unmatched Computing Power
Researchers developed an iono-magnonic reservoir computing device leveraging spin wave manipulation through ion-gating, achieving groundbreaking computational efficiency for AI systems.
www.azoai.com
January 20, 2025 at 12:09 AM
iopp-mlresearch.bsky.social
🔍 New insights into reservoir computing!

Tuning the activation function can extend the forecast horizon by an order of magnitude. Curvature matters more than you think.
Read here👉 bit.ly/44MgPF4

Researchers from @colorado.edu

#MachineLearning #ReservoirComputing #TimeSeries #ComplexNetworks
July 16, 2025 at 9:02 AM
unidue.bsky.social
Physiker:innen der #UDE legten vor 7 Jahren den Grundstein für magnetisches #ReservoirComputing. Jetzt entwickelten sie mit norwegischen Kolleg:innen die Idee zur ferroelektrischen Variante. Nature Reviews Physics berichtet.
www.uni-due.de/2024-07-03-f... #NTNU
Bild: Yin und Yang aus ferroelektrischen (blau) und magnetischen Mustern (rot).
July 4, 2024 at 9:28 AM
opg.optica.org
Via #OPG_OpEx: All-photonic reservoir computing for dynamic image classification via spatial-to-temporal encoding https://bit.ly/4k3OiSt #ReservoirComputing #ImageRecognition 💡⚛️
January 29, 2026 at 12:53 PM
math-martens.bsky.social
🚀 New Paper Published!
Proud to share the latest work with: “Next-generation reservoir computing for dynamical inference” published in Chaos!
📄 doi.org/10.1063/5.03...

#ReservoirComputing #DynamicalSystems #AIforScience
Validate User
doi.org
January 15, 2026 at 12:31 PM
nob98.bsky.social
🧠 New RC architecture!
We propose Heterogeneous Assembly ESN (HetAESN), extending ESN with temporal heterogeneity.
#ReservoirComputing #ESN #TimeSeries #AI ieeexplore.ieee.org/abstract/doc...
Heterogeneous Assembly Echo State Networks for High-Dimensional, Multiscale Time Series: Dynamic Analysis via Delay Capacity and Multiscale Fuzzy Entropy
Reservoir computing (RC), particularly the echo state network (ESN), is an efficient framework for time-series processing. However, its conventional form often struggles with tasks characterized by hi...
ieeexplore.ieee.org
December 17, 2025 at 12:07 PM