JMLR

'Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics', by Noga Mudrik, Yenho Chen, Eva Yezerets, Christopher J. Rozell, Adam S. Charles.

jmlr.org/papers/v25/23-0777.ht

#dynamical #dynamics #learns

Ulrike Hahn

#iamreading

Thought I‘d try something: this book by Juerrero has come up a lot in some of the most interesting conversations I‘ve had on this platform about #causality, #complexity #neuroscience #agency #behaviour #mind and #brain and #dynamical systems but it‘s not an easy read. I am now determined to tackle it and will be posting updates as I go…

care to join me? OA at mitpress.mit.edu/9780262545662

Context Changes Everything

From the influential author of Dynamics in Action,…

MIT Press
New Submissions to TMLR

Spectral learning of Bernoulli linear dynamical systems models for decision-making

openreview.net/forum?id=giw2vc

#stochastic #models #dynamical

Published papers at TMLR

Unifying physical systems’ inductive biases in neural ODE using dynamics constraints

Yi Heng Lim, Muhammad Firmansyah Kasim

openreview.net/forum?id=ZOAb49

#dynamics #dissipative #dynamical

ᛕᎥᕼᗷᗴᖇᑎᗴ丅Ꭵᑕᔕ

@protagonist_future

Just saying that from where I stand there are no external information sources that can or should be regulated. Everything is just #data.

Every one of us as a #dynamical #learning #system creates our own #information based on whatever data we deem trustworthy in this external cacophony.

What data we select to create our own information and what we make with it depends solely on the internal state of our current #knowledge.

The environment can throw anything at you but what you make of it is up to you. While someone may get "sucked in" the downward spiral of conspiracy theories, others (with a different knowledge state) will just get annoyed.

So, bottom line? #Education is of paramount importance.

Published papers at TMLR

On the Role of Fixed Points of Dynamical Systems in Training Physics-Informed Neural Networks

Franz M. Rohrhofer, Stefan Posch, Clemens Gößnitzer, Bernhard C Geiger

openreview.net/forum?id=56cTmV

#physics #dynamical #optimization

ᛕᎥᕼᗷᗴᖇᑎᗴ丅Ꭵᑕᔕ

@kironbondale@mastodon.world @joeposaurus

Years ago, while working with a SW development organization, I was arguing that their #Agile SW development process is already structured as a #Dynamical #Learning #Organization. They just have to make sure they keep track, analyze, document, and possibly standardize procedures discussed in their daily #Scrum meetings because that's where their organizational #Knowledge (#Culture) is created and maintained.