Latest posts tagged with #reservoircomputing on Bluesky
A feedback-driven quantum reservoir using fixed CPMap circuits outperforms classical ESNs and MLPs on chaotic time-series prediction with no trainable parameters, though two-qubit gate noise remains the key NISQ-era bottleneck.
#QuantumML #ReservoirComputing #Research
IBM Research & ETH Zurich built a 124-qubit QELM with 5,000+ two-qubit gates, overcoming noise & concentration effects via hyperparameter tuning & eigentask analysis, matching classical ML on time-series forecasting & satellite image classification.
#QuantumML #ReservoirComputing #News
QELM deployed on IBM Quantum using 124 qubits & 5,000+ two-qubit gates. Noise-robust hyperparameter tuning and local eigentask analysis yield performance competitive with classical baselines on time-series forecasting and satellite image classification.
#QuantumML #ReservoirComputing #Research
Via #OPG_OpEx: All-photonic reservoir computing for dynamic image classification via spatial-to-temporal encoding https://bit.ly/4k3OiSt #ReservoirComputing #ImageRecognition 💡⚛️
🧠 These patterns become computation:
The material system itself acts as a physical reservoir, enabling analogue & reservoir computing.
Nonlinear functions are recovered with a simple linear readout: The complexity lives in the material. #reservoircomputing
🚀 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
Beyond metric preservation: build symplectic structural invariance into representation.
arxiv.org/abs/2512.19409
#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
🧠 New RC architecture!
We propose Heterogeneous Assembly ESN (HetAESN), extending ESN with temporal heterogeneity.
#ReservoirComputing #ESN #TimeSeries #AI ieeexplore.ieee.org/abstract/doc...
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...
For #ReservoirComputing lovers,I found a challenging #attractor, the Thomas':
dx = np.sin(y) - b * x
dy = np.sin(z) - b * y
dz = np.sin(x) - b * z
x += dx * dt
y += dy * dt
z += dz * dt
3k neurons yet 67% correlation. Here is the code for you github.com/alecrimi/mag...
🧩 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
Reservoir Conformal Prediction Advances Time Series Forecasting
ResCP, a training‑free method, creates prediction intervals for time‑series data, cutting computational cost and providing coverage without retraining. Read more: getnews.me/reservoir-conformal-pred... #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
Quantum Reservoir Computing with Jaynes‑Cummings Model for Time‑Series
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: getnews.me/quantum-reservoir-comput... #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
🔍 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
🎉 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
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
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
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...
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
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
Erfolg beim energiesparenden Computing mit magnetischen Wirbeln: Brownsches #ReservoirComputing ermöglicht, Handbewegungen mit den Bewegungen eines Skyrmions zu erkennen presse.uni-mainz.de/erfolg-beim-energiespare... #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 press.uni-mainz.de/energy-saving-computing-... #physics #spintronics #magnetism...
Bild: Yin und Yang aus ferroelektrischen (blau) und magnetischen Mustern (rot).
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
Image: Yin and yang from ferroelectric (blue) and magnetic patterns (red).
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
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
#ExperimentalPhysics & #TheoreticalPhysics researchers at #UniMainz developed #skyrmion-based approach for energy-efficient #computing w/ tiny magnetic vortices by combining Brownian & #ReservoirComputing www.uni-mainz.de/presse/aktuell/16669_ENG... #skyrmions ...
