Synergistic Motifs in Gaussian Systems
High-order interdependencies are central features of complex systems, yet a mechanistic explanation for their emergence remains elusive. Currently, it is unknown under what conditions high-order inter...
π¨ How do collective behaviours (high-order interdependencies) *emerge*β
Can systems with low-order interactions do it?
What do these minimal synergistic systems look like?
In arxiv.org/abs/2505.246... we show when and how synergies emerge when no high-order mechanisms are involved.
Short π§΅: 1/N
18.09.2025 12:12 β π 4 π 3 π¬ 1 π 0
Alert! ... for the child development world!
@fluxsociety.bsky.social @fitngin.bsky.social βͺ
The Healthy Brain and Child Development (HBCD) Study has released its first data wave - itβs massive.
Check here:
docs.hbcdstudy.org
and here:
nbdc-datahub.org
Hereβs why it matters π§ πΌ
29.06.2025 02:18 β π 158 π 79 π¬ 1 π 4
Work led by my brilliant PhD student @enricocaprioglio.bsky.social
03.06.2025 07:14 β π 1 π 0 π¬ 0 π 0
DAGSHOPβ25 β A WORKSHOP ON DIRECTED ACYCLIC GRAPHS - Dagshop β a NetSci'25 satellite
DAGSHOP β A Workshop on directed acyclic graphs Directed Acyclic Graphs (DAGs) appear in many contexts in network science, from citation networks and pedigrees to temporal-network event graphs and rep...
We're organizing a NetSci'25 satellite workshop on Directed Acyclic Graphs β if you're working on, e.g., citation graphs, pedigrees, causality, temporal-network event graphs, network representations of spacetime, or any other areas where DAGs play a role, please contribute! www.dagshop.xyz
20.01.2025 10:10 β π 15 π 15 π¬ 0 π 0
EPSRC collaborative studentship: Advancing mechanistic understanding of atrial fibrillation through analytical and physics-based machine learning : University of Sussex
π£ EPSRC industrial CASE #fundedPhD on "Advancing mechanistic understanding of atrial fibrillation through analytical and physics-based machine learning" with me @ #UoS, Dr J Silberbauer @ UHSussex and www.abbott.co.uk.
Details at: www.sussex.ac.uk/study/fees-f...
π
2025-02-14
#MLsky #cardiosky
14.01.2025 12:39 β π 1 π 0 π¬ 0 π 1
YouTube video by Complexity Papers
Why you need Networks
I made a new video: "Three quick questions"
youtu.be/L_sPmzka2WQ
21.12.2024 22:01 β π 18 π 5 π¬ 0 π 4
Here there is clearly a misalignment with the terminology used by neuroscientists where what you call structural would be functional and what you call functional would be effective. These discrepancies do not help for sure.
19.12.2024 19:06 β π 2 π 0 π¬ 0 π 0
I think of functional connectivity as per the definition of Friston who clearly describes three types connectivities: structural, functional (statistical dependencies) and effective connectivity (possibly causal). In this respect I think there is no confusion.
19.12.2024 19:04 β π 1 π 0 π¬ 0 π 0
Interested in using (possibly physics-based) ML to characterise wave dynamics in atrial fibrillation? Get in touch!
12.12.2024 16:08 β π 0 π 1 π¬ 0 π 0
I missed this post. Could you please add me? Many thanks!
10.12.2024 17:59 β π 1 π 0 π¬ 1 π 0
Try cse from sympy (common subsequence elimination) or talk to your FOSS colleagues for something smarter :)
27.11.2024 17:56 β π 1 π 0 π¬ 0 π 0
Sussex Neuroscience 4-year PhD Programme : PhD Programmes in Neuroscience : Sussex Neuroscience : University of Sussex
Our Sussex Neuroscience 4-year PhD Programme is open for applications! Deadline Jan 13th, for Sept 2025 entry. Brilliant community of students and supervisors, and a choice of >60 labs for rotations- come and join us by the sea! www.sussex.ac.uk/research/cen...
27.11.2024 10:02 β π 13 π 15 π¬ 1 π 7
This is the bit that really confuses me about this dichotomy between oscillatory and aperiodic. Are we saying that at a given frequency only a fraction of that power is down to βoscillationsβ and the rest is aperiodic but with power at that frequency?
24.11.2024 20:40 β π 2 π 0 π¬ 1 π 0
Great topic. Iβd like to be added please.
18.11.2024 05:07 β π 1 π 0 π¬ 1 π 0
Academic, geek and aspiring musician!
Redleaf Endowed Director, Masonic Institute for the Developing Brain (MIDB)
Professor, University of Minnesota
Co-Founder Turing Medical
MacArthur Fellow
Neuroscience, Brain Imaging, Mental Health, Data Science
Assoc.Prof. in Complex Systems @sydneycompsci.bsky.social @sydney.edu.au. I use information theory to research information processing in complex systems in nature, complex networks, computational neuroscience, etc. Author of JIDT software. Views my own/RTs
Philosophy & History of Science, Complex Systems, Knowledge Management. Networks, Harmony, Co-Evolution, Autopoiesis, Neurodiversity βΎοΈ AuDhD.
Ecology, Digital Revolution ~> Information Paradigm.
Theorist, .. wait!- come back, there's more..
πΊπΆππΈπ€‘
PhD candidate in complex network dynamics at Leiden U and U of Amsterdam. Open Knowledge Foundation Network member.
gamaladel.com
Trying to understand nature using math + machines, Asst. Professor @ Florida Atlantic University, www.econet.works
Field artist / Artiste de terrain. Interdisciplinary artist-researcher / Artiste-chercheur interdisciplinaire. Montreal, Quebec.
Associate Professor, Yale Statistics & Data Science. Social networks, social and behavioral data, causal inference, mountains. https://jugander.github.io/
I lead the Dynamics and Neural Systems Group at the School of Physics, the University of Sydney.
We develop time series tools & physical models to understand the dynamics of complex (usually neural) systems.
Also: @bendfulcher@fediscience.org
group leader @ HHMIJanelia, #neuroscience + AI π¬ #cellpose | diversity and open-science for better science | β | she/her | https://mouseland.github.io
Distinguished Scientist at Google. Computational Imaging, Machine Learning, and Vision. Posts are personal opinions. May change or disappear over time.
http://milanfar.org
From SLAM to Spatial AI; Professor of Robot Vision, Imperial College London; Director of the Dyson Robotics Lab; Co-Founder of Slamcore. FREng, FRS.
cybernetic cognitive control π€
computational cognitive neuroscience π§
postdoc princeton neuro π
he/him π¨π¦ harrisonritz.github.io
Professor of Animal Behaviour. www.SHOALgroup.org
Complex Systems | Epi-things | Computational Social Science | Physics | Music | Photography.
Postdoc at Denmark Tekniske Universitet (DTU). #epidemics #complexsystems #physics #computationalsocialscience
Molecular biologist interested in how the brain forms and functions. Professor, PI and proud member of Sussex Neuroscience. Core interests in Hox genes and microRNAs. And Drosophila!
Mathematical Neuroscientist. Biologically Inclined.
Postdoctoral Researcher @ NeuroPsi (CNRS, Paris-Saclay).
Modelling psychedelic- and stimulation-induced shifts in consciousness.
Theorising about computation, causation, information, and emergence.