We develop time series tools & physical models to understand the dynamics of complex (usually neural) systems.
Also: @[email protected]
arxiv.org/abs/2511.15991
_Can we statistically distinguish the forward- versus reverse-time dynamics of a system from a finite time series?_
✨In our NeurIPS 2025 Spotlight paper, we introduce a data-driven framework to answer this question using deep learning, nonlinear control, and differential geometry.🧵⬇️
✨In our NeurIPS 2025 Spotlight paper, we introduce a data-driven framework to answer this question using deep learning, nonlinear control, and differential geometry.🧵⬇️
Of interest to anyone who analyzes time-series data!:
"Time-series dimension reduction: a comprehensive review and conceptual unification of algorithms"
www.techrxiv.org/users/999518...
#timeseries #dimensionreduction #complexsystems
Of interest to anyone who analyzes time-series data!:
"Time-series dimension reduction: a comprehensive review and conceptual unification of algorithms"
www.techrxiv.org/users/999518...
#timeseries #dimensionreduction #complexsystems
arxiv.org/abs/2511.15991
_Can we statistically distinguish the forward- versus reverse-time dynamics of a system from a finite time series?_
arxiv.org/abs/2511.15991
_Can we statistically distinguish the forward- versus reverse-time dynamics of a system from a finite time series?_
youtu.be/C20GQ5CtVt0
Plus the code is now up!
github.com/StuartJO/Fet...
youtu.be/C20GQ5CtVt0
Plus the code is now up!
github.com/StuartJO/Fet...
> A Predictive Approach to Enhance Time-Series Forecasting
By Skye Gunasekaran, Assel Kembay, Hugo Ladret, Rui-Jie Zhu, myself, Omid Kavehei and Jason Eshraghian
www.nature.com/articles/s41...
#neuroscience #AI #prediction #time
> A Predictive Approach to Enhance Time-Series Forecasting
By Skye Gunasekaran, Assel Kembay, Hugo Ladret, Rui-Jie Zhu, myself, Omid Kavehei and Jason Eshraghian
www.nature.com/articles/s41...
#neuroscience #AI #prediction #time
go.nature.com/4nMUgYz
go.nature.com/4nMUgYz
“Toward a unified taxonomy of information dynamics via Integrated Information Decomposition”
www.pnas.org/doi/10.1073/...
An information-theoretic framework to analyse complex multivariate dynamical processes ✨
“Toward a unified taxonomy of information dynamics via Integrated Information Decomposition”
www.pnas.org/doi/10.1073/...
An information-theoretic framework to analyse complex multivariate dynamical processes ✨
biorxiv.org/content/10.1...
biorxiv.org/content/10.1...
Honored to have submitted my PhD as a recipient of the Paulette Isabel Jones Career Development Award from The University of Sydney!
Thank you x1000000 to MVP supervisor @bendfulcher.bsky.social & co-supervisor @macshine.bsky.social 😊
Honored to have submitted my PhD as a recipient of the Paulette Isabel Jones Career Development Award from The University of Sydney!
Thank you x1000000 to MVP supervisor @bendfulcher.bsky.social & co-supervisor @macshine.bsky.social 😊
Something similar happened (on much smaller scale) w/ one of my books. Amazon did nothing. Then a journalist reported on it. Amazon took down offending title.
I hope someone will report on this happening (much more blatantly) to Eric!
Attempts to get Amazon to take these down have gone nowhere.
Something similar happened (on much smaller scale) w/ one of my books. Amazon did nothing. Then a journalist reported on it. Amazon took down offending title.
I hope someone will report on this happening (much more blatantly) to Eric!
After years of effort led by @qualiastructure.bsky.social (Nao Tsuchiya and William Wong), Jenny Windt, Katja Valli, Valdas Noreika and @rherzoga.bsky.social, the Dream database is now published in @natcomms.nature.com
**A dream EEG and mentation database**
rdcu.be/eAwni
After years of effort led by @qualiastructure.bsky.social (Nao Tsuchiya and William Wong), Jenny Windt, Katja Valli, Valdas Noreika and @rherzoga.bsky.social, the Dream database is now published in @natcomms.nature.com
**A dream EEG and mentation database**
rdcu.be/eAwni
Our attention changes over time and differs across contexts—which is reflected in the brain🧠 Fitting a dynamical systems model to fMRI data, we find that the geometry of neural dynamics along the attractor landscape reflects such changes in attention!
www.biorxiv.org/content/10.1...
Our attention changes over time and differs across contexts—which is reflected in the brain🧠 Fitting a dynamical systems model to fMRI data, we find that the geometry of neural dynamics along the attractor landscape reflects such changes in attention!
www.biorxiv.org/content/10.1...
Meet Mike
*30+ years severe depression
*first hospitalized @ 13y
*20 meds
*3 rounds of ECT
*2 near-fatal suicide attempts
Mike felt joy for the first time in decades after we turned on his new brain pacemaker or PACE
see videos, read paper, follow thread
doi.org/10.31234/osf...
Wanna join us in Sydney? 🐨 🦘
We have two open positions:
1. Postdoc position: usyd.wd105.myworkdayjobs.com/USYD_EXTERNA...
2. Fully-funded PhD position: www.sydney.edu.au/scholarships...
Wanna join us in Sydney? 🐨 🦘
We have two open positions:
1. Postdoc position: usyd.wd105.myworkdayjobs.com/USYD_EXTERNA...
2. Fully-funded PhD position: www.sydney.edu.au/scholarships...
How does blood perfusion map onto canonical features of brain structure and function? @asafarahani.bsky.social investigates @plosbiology.org ⤵️
How does blood perfusion map onto canonical features of brain structure and function? @asafarahani.bsky.social investigates @plosbiology.org ⤵️
osf.io/preprints/ps...
@nsb-lab.bsky.social
osf.io/preprints/ps...
@nsb-lab.bsky.social
sfdora.org/2025/07/30/s...
Role will involve working with international partners on a new project charting brain growth in children with NF-1
Please reach out for more information
www.seek.com.au/job/86090834
Role will involve working with international partners on a new project charting brain growth in children with NF-1
Please reach out for more information
www.seek.com.au/job/86090834
www.nytimes.com/2025/07/28/u...
I wrote to the president of Harvard. I hope other faculty will speak their conscience, even if it means more struggle ahead.
www.nytimes.com/2025/07/28/u...
I wrote to the president of Harvard. I hope other faculty will speak their conscience, even if it means more struggle ahead.