Modèle de Lozi (un ptit jeune du labo 😁). Simu interactive en ligne ➡️ experiences.mathemarium.fr/Attracteur-de-… #maths #DynamicalSystems #StrangeAttractor #Chaos #Nice06

Genuary Prompt 13: Wobbly Function Day

#genuary #genuary 2024 #genuary 13 #dynamicalsystems

Can we learn from time series data a dynamical systems model that *generalizes* to unobserved dynamical regimes (basins of attraction), like a good scientific theory should?

Out-of-domain generalization in #DynamicalSystems reconstruction:
arxiv.org/abs/2402.18377

#AI #ML
(1/3)

Great new work by Antonii Belyshev, Alexander Kovrigin and Andrey Ustyuzhanin Constructor University NUS - 'Beyond #dynamics : learning to discover conservation principles'- iopscience.iop.org/article/10.108… #machinelearning #quantum #complexity #neuralnetworks #statphys #dynamicalsystems #PINNs

Is there causality in physics?

You're not the only one who wants to know

I am super happy to see so many people listening & watching our yesterday's premiere with Naftali Weinberger

#CausalBanditsPodcast #causalAI #causality #ai #physics #dynamicalsystems

How to reconstruct #DynamicalSystems from many different data modalities observed simultaneously?
Here we introduce a novel generative modeling framework for this, based on control-theoretic ideas for efficiently guiding the training process: arxiv.org/abs/2212.07892
#AI #ML
(1/4)

Learn how to simulate a chaotic waterwheel in #Collimator and develop a surrogate model using the SINDy nonlinear system identification algorithm

#sysid #systemidentification #surrogatemodel #dynamicalsystems

bit.ly/45aOoji

Can we meaningfully talk about causality in dynamical systems?

Some people are puzzled when it comes to dynamical systems and the idea of causation.

[PREMIERE TODAY] 👇🏼

1/n

#CausalBanditsPodcast #causality #causaltwitter #dynamicalsystems #complexity

The #BrainDynamicsToolbox is free software for simulating #DynamicalSystems in #ComputationalNeuroscience and more. Get it from bdtoolbox.org.

Some serious big leech energy during my talk earlier today at #SIAMDS23 , thanks to all who came! #Multifunctionality #ReservoirComputing #DynamicalSystems #MachineLearning

a bunch of particles in a funny potential
#generativeart #creativecoding #computerart #dynamicalsystems #chaos

Our Perspective on reconstructing computat. system dynamics from neural data finally out in Nature Rev Neurosci!
nature.com/articles/s4158…
We survey generative models that can be trained on time series to mimic the behavior of the neural substrate.
#AI #neuroscience #DynamicalSystems

A propos de l'attracteur de Lorenz :
✅Simulation en ligne d'un flot de CI ➡️ experiences.mathemarium.fr/Lorenz-3D-Flot…
✅ Chapitre sur Lorenz dans l'eBook 'L’expérimentation numérique dans la science' ➡️ generative-ebooks.com/ebooks/Edward-…
#LorenzAttractor #math #DynamicalSystems #ButterflyEffect

What is #resilience and how can we measure it? Our new paper in EJAM Journal shows the answer is not straightforward. We review existing approaches, formalize indicators of attractor resilience in #dynamicalsystems , and develop a new classification. 1/3 bit.ly/3P2PfNu

The Modellers Workshop for the #BrainDynamicsToolbox is open for enrolments. Learn to program bespoke #DynamicalSystems of Ordinary, Stochastic and Delay #DifferentialEquations . Limited to 25 students. Enrolments close Sep 30th. bdtoolbox.teachable.com/p/modellers-wo…

#NewPaperOnTheArxiv
Universal finite-time scaling in the transcritical, saddle-node, and pitchfork discrete and continuous bifurcations
#DynamicalSystems #FiniteSizeScaling
arxiv.org/abs/2405.19947

Having a great time at #DDE23 in Napoli 😎
Thank you to all involved in organising this amazing event and for the opportunity to speak about my work on #multifunctional #reservoircomputers
Thanks to all who came to my talk ❤️

Dynamics Days Europe
#DynamicalSystems #MachineLearning #AI

Learning Stable Deep Koopman Operators in Neuromancer.

Colab: colab.research.google.com/github/pnnl/ne…

Neuromancer library: github.com/pnnl/neuromanc…

#Pytorch #SciML #Koopman #PNNL #opensource #dynamicalsystems

Excited to share that my K23 is finally funded! 🎉 Looking forward to working on this time-series forecasting/ML project with passive sensor & ema data. Many thanks to my mentorship team for their support along the way :) #machine learning #time -series #dynamicalsystems