📰 "Training deep physical neural networks with local physical information bottleneck"
https://arxiv.org/abs/2602.09569 #Physics.App-Ph #Dynamics #Matrix #Cs.Lg
📰 "State Space Models Naturally Produce Time Cell and Oscillatory Behaviors and Scale to Abstract Cognitive Functions"
https://arxiv.org/abs/2507.13638 #Q-Bio.Nc #Dynamics #Matrix #Cs.Lg #Cell
Fun project today getting #matrix setup for the family
Side benefit is a communications channel to the school kids who get iPads for school but no iMessage.
Yeah the E2E was a little annoying, but now it’s setup and it’s also *E2E* and self-hosted.
#discord policy didn’t even affect us, we don’t use it. But it got me thinking about how to leverage even more #selfhosted
@killyourfm This is one of my favorite topics for research, and I've been on-and-off spending a lot of time on it lately. #Matrix is my favorite with its third-party clients but is much different an animal.

Btw speaking of #Matrix and #Discord, the official matrix-discord bridge from @matrix.org@bsky.brid.gy is so fucking bad, it was made before webhooks could delete messages, so it does edits by deleting and re-sending last message, but sometimes it gets mixed up and deletes the wrong message or something, ugh
#Linux has always been there ...
#meme #software #android #microsoft #windows #azure #server #foss #floss #os #tux #penguin #nerd #humor #just4fun #knowledge #education #knowhow #internet #truth #reality #matrix

@defcon there are too many messaging apps; use #signal or #matrix or #simplex chat.
New #Matrix question, mainly for @eryn:
Have you looked much at the client-to-server protocol? I assume it's not the same thing as the server-to-server federation protocol, and from what you said it sounds like the main issues are with that.
What I'm inquiring towards is the possibility that existing Matrix clients could work with something that speaks Matrix-client but does federation in a more reasonable way (including addressing all the key security/admin issues).
📰 "DUCK-Net: Automated deep learning segmentation of Ductular Reaction in murine liver injury captures multicellular niche dynamics from H&E morphology"
https://www.biorxiv.org/content/10.64898/2026.02.09.704844v1?rss=1 #Dynamics #Matrix
Due to Discords new Age Verification Policy, I am looking at hosting my own Matrix Server.
I will let you know more after I work on it a bit.