🧩 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
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
🧩 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
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
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
October 8, 2025 at 6:52 AM
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
📢 New preprint available!
We propose ResCP, a novel training-free conformal prediction method for time series.
🔗 Read the preprint: arxiv.org/abs/2510.05060
🤝 Andrea Cini, @mmbronstein.bsky.social, @filippomb.bsky.social
#conformalprediction #timeseries #reservoircomputing
We propose ResCP, a novel training-free conformal prediction method for time series.
🔗 Read the preprint: arxiv.org/abs/2510.05060
🤝 Andrea Cini, @mmbronstein.bsky.social, @filippomb.bsky.social
#conformalprediction #timeseries #reservoircomputing
October 7, 2025 at 8:44 AM
📢 New preprint available!
We propose ResCP, a novel training-free conformal prediction method for time series.
🔗 Read the preprint: arxiv.org/abs/2510.05060
🤝 Andrea Cini, @mmbronstein.bsky.social, @filippomb.bsky.social
#conformalprediction #timeseries #reservoircomputing
We propose ResCP, a novel training-free conformal prediction method for time series.
🔗 Read the preprint: arxiv.org/abs/2510.05060
🤝 Andrea Cini, @mmbronstein.bsky.social, @filippomb.bsky.social
#conformalprediction #timeseries #reservoircomputing
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
October 3, 2025 at 4:45 AM
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
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
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
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
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
🔍 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
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
🔍 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
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
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
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
April 29, 2025 at 2:42 PM
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
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
🎉 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
#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
🎉 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
#Physik
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
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
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
jfaulon.com/phd-subject-...
Supervisé par Jean-Loup Faulon & Xavier Hinaut
@reservoirpy.bsky.social
#MachineLearning #Bioinformatics #ReservoirComputing #Recrutement
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
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
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
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
Updated 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...
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...
March 24, 2025 at 11:57 AM
Updated 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...
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...
#simplicialcomplex + #Causality +#Reservoircomputing:
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" www.nature.com/articles/s41...
#dynamicalsystem #ML #AI
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" www.nature.com/articles/s41...
#dynamicalsystem #ML #AI
March 23, 2025 at 10:13 AM
#simplicialcomplex + #Causality +#Reservoircomputing:
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" www.nature.com/articles/s41...
#dynamicalsystem #ML #AI
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" www.nature.com/articles/s41...
#dynamicalsystem #ML #AI
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
Open Access: doi.org/10.1088/2631-7990/ad88bb
#ExtremeManufacturing #AI #Memristors #ReservoirComputing #EdgeAI #AIRevolution #NeuromorphicAI
March 12, 2025 at 7:25 AM
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
Open Access: doi.org/10.1088/2631-7990/ad88bb
#ExtremeManufacturing #AI #Memristors #ReservoirComputing #EdgeAI #AIRevolution #NeuromorphicAI
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
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
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
Predicting the Unpredictable: The New Era of Reservoir Computing 🔬🤖📊 www.azoai.com/news/2025011... #ReservoirComputing #MachineLearning #ChaosTheory #NonlinearDynamics #ArtificialIntelligence #GeneralizedReadout
Energy-saving computing with magnetic whirls: Brownian #ReservoirComputing allows to detect human hand gestures on the basis of diffusion and displacement of #skyrmions // #physics #spintronics #magnetism #computing #TopDyn
@NatureComms @uni_m...
weiterlesen
@NatureComms @uni_m...
weiterlesen
September 16, 2024 at 1:10 PM
Energy-saving computing with magnetic whirls: Brownian #ReservoirComputing allows to detect human hand gestures on the basis of diffusion and displacement of #skyrmions // #physics #spintronics #magnetism #computing #TopDyn
@NatureComms @uni_m...
weiterlesen
@NatureComms @uni_m...
weiterlesen
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
@NatureComms @uni_...
weiterlesen
September 16, 2024 at 1:04 PM
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
@NatureComms @uni_...
weiterlesen
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
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...
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
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...
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
www.uni-due.de/2024-07-03-f... #NTNU
July 4, 2024 at 9:28 AM
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
www.uni-due.de/2024-07-03-f... #NTNU
Physicists at #UDE laid the foundation for magnetic #ReservoirComputing 7 years ago. Now, together with Norwegian colleagues, they have developed the idea for a ferroelectric version. Nature Reviews Physics reports.
www.uni-due.de/2024-07-03-f... #NTNU
www.uni-due.de/2024-07-03-f... #NTNU
July 4, 2024 at 9:27 AM
Physicists at #UDE laid the foundation for magnetic #ReservoirComputing 7 years ago. Now, together with Norwegian colleagues, they have developed the idea for a ferroelectric version. Nature Reviews Physics reports.
www.uni-due.de/2024-07-03-f... #NTNU
www.uni-due.de/2024-07-03-f... #NTNU
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
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...
#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
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
#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
www.nature.com/articles/s41...
#AI #reservoircomputing synthetic #NeuralNetworks
#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
#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 ...