indico.fysik.su.se/event/8983/
indico.fysik.su.se/event/8983/
#NetworkScience #StatPhys
#NetworkScience #StatPhys
Building on decades of phenomenological findings & non-eq StatPhys, from cells to societies.
In the beautiful Palermo, in my beloved Sicily, on 9th July: show up and say hello!
#ComplexSystems #NetworkScience
Building on decades of phenomenological findings & non-eq StatPhys, from cells to societies.
In the beautiful Palermo, in my beloved Sicily, on 9th July: show up and say hello!
#ComplexSystems #NetworkScience
Can we coarse-grain a #ComplexNetwork while preserving macroscopic network flows?
Surprisingly, the answer is positive, and we have shown it by means of StatPhys + Machine Learning.
🧵 1/
www.nature.com/articles/s41...
Can we coarse-grain a #ComplexNetwork while preserving macroscopic network flows?
Surprisingly, the answer is positive, and we have shown it by means of StatPhys + Machine Learning.
🧵 1/
www.nature.com/articles/s41...
Prof. @janoskertesz.bsky.social opened the conference as IUPAP Commission Chair
PhD students Helcio Felippe & @jymmt.bsky.social gave oral talks
Visiting Prof. @tiago.skewed.de gave an invited talk
Great to see DNDS at StatPhys!
Prof. @janoskertesz.bsky.social opened the conference as IUPAP Commission Chair
PhD students Helcio Felippe & @jymmt.bsky.social gave oral talks
Visiting Prof. @tiago.skewed.de gave an invited talk
Great to see DNDS at StatPhys!
I am Prof of Physics @ Uni Padua, leading CoMuNe Lab & Padua Center for Network Medicine.
Working on #StatPhys of interacting systems: from cells to societies.
#ComplexSystems
#ComplexNetworks #NetworkMedicine #ComputationalEpi #OriginOfLife #ClimateChange #HumanBehavior
I am Prof of Physics @ Uni Padua, leading CoMuNe Lab & Padua Center for Network Medicine.
Working on #StatPhys of interacting systems: from cells to societies.
#ComplexSystems
#ComplexNetworks #NetworkMedicine #ComputationalEpi #OriginOfLife #ClimateChange #HumanBehavior
Congrats to Nishil Patel and the rest of the team*
TL;DR: We analyse policy learning through the lens of statphys, revealing distinct scaling regimes with sharp transitions.
🔗 journals.aps.org/prx/abstract...
*Seb Lee @sebgoldt.bsky.social @saxelab.bsky.social
Congrats to Nishil Patel and the rest of the team*
TL;DR: We analyse policy learning through the lens of statphys, revealing distinct scaling regimes with sharp transitions.
🔗 journals.aps.org/prx/abstract...
*Seb Lee @sebgoldt.bsky.social @saxelab.bsky.social
It is so cool that behind such methods there is our density matrix framework: I can't foresee how many applications are still to be found.
13/
It is so cool that behind such methods there is our density matrix framework: I can't foresee how many applications are still to be found.
13/
Recently, we have used to define a variational approach for open systems, able to predict the emergence of sparsity in networks.
4/
www.nature.com/articles/s41...
Recently, we have used to define a variational approach for open systems, able to predict the emergence of sparsity in networks.
4/
www.nature.com/articles/s41...
By ensuring the partition function remains nearly unchanged across scales, we guarantee that key macroscopic flow properties (such as entropy & free energy) are preserved even after compression (coarse-graining).
That's where StatPhys ends and ML starts...
5/
By ensuring the partition function remains nearly unchanged across scales, we guarantee that key macroscopic flow properties (such as entropy & free energy) are preserved even after compression (coarse-graining).
That's where StatPhys ends and ML starts...
5/
pubs.aip.org/aip/jcp/arti...
pubs.aip.org/aip/jcp/arti...
- what we should do to improve/replace these huge conferences
- replica method and other statphys-inspired high-dim probability (finally trying to understand what the fuss is about)
- textbooks that have been foundational/transformative for your work
- what we should do to improve/replace these huge conferences
- replica method and other statphys-inspired high-dim probability (finally trying to understand what the fuss is about)
- textbooks that have been foundational/transformative for your work
more info: cafe-bio.org
more info: cafe-bio.org
Workshop on StatPhys!
I'll be presenting our research on ML bias through the lens of disordered systems.
🌐 indico.fysik.su.se/event/8942/
Workshop on StatPhys!
I'll be presenting our research on ML bias through the lens of disordered systems.
🌐 indico.fysik.su.se/event/8942/