Stefano Sarao Mannelli
@stefsm.bsky.social
Assistant Professor Chalmers and Göteborg University 🌱 ML + CogSci + StatPhys 🔎 stefsmlab.github.io 🌐
It is a great pleasure to host the Workshop in Advancements in High-Dimensional Methods for Machine Learning next week at Chalmers/GU!
We have a great set of speakers, and I look forward to the talks and discussions!
🔗 chalmers.se/en/current/c...
We have a great set of speakers, and I look forward to the talks and discussions!
🔗 chalmers.se/en/current/c...
May 22, 2025 at 11:53 AM
It is a great pleasure to host the Workshop in Advancements in High-Dimensional Methods for Machine Learning next week at Chalmers/GU!
We have a great set of speakers, and I look forward to the talks and discussions!
🔗 chalmers.se/en/current/c...
We have a great set of speakers, and I look forward to the talks and discussions!
🔗 chalmers.se/en/current/c...
Our paper just came out in PRX!
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
RL Perceptron: Generalization Dynamics of Policy Learning in High Dimensions
A solvable model for reinforcement learning, the RL perceptron, provides a mathematical framework to analyze learning dynamics, revealing key efficiency factors and a speed-accuracy trade-off that can...
journals.aps.org
May 15, 2025 at 11:02 AM
Our paper just came out in PRX!
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
Here at #ICLR2025 and it's going to be a busy week!
1. Today at 10am, Optimal Protocols for Continual Learning via Statistical Physics and Control Theory, Poster #342
2. Tomorrow at 10am, A Theory of Initialisation's Impact on Specialisation Poster, #342
3. Speaking at the SCSLWorkshop on Monday.
1. Today at 10am, Optimal Protocols for Continual Learning via Statistical Physics and Control Theory, Poster #342
2. Tomorrow at 10am, A Theory of Initialisation's Impact on Specialisation Poster, #342
3. Speaking at the SCSLWorkshop on Monday.
April 24, 2025 at 2:01 AM
Here at #ICLR2025 and it's going to be a busy week!
1. Today at 10am, Optimal Protocols for Continual Learning via Statistical Physics and Control Theory, Poster #342
2. Tomorrow at 10am, A Theory of Initialisation's Impact on Specialisation Poster, #342
3. Speaking at the SCSLWorkshop on Monday.
1. Today at 10am, Optimal Protocols for Continual Learning via Statistical Physics and Control Theory, Poster #342
2. Tomorrow at 10am, A Theory of Initialisation's Impact on Specialisation Poster, #342
3. Speaking at the SCSLWorkshop on Monday.
Less than 10 days to apply to the last edition of the Analytical Connectionism summer school!
Deadline: April 18th 🚨
Apply here www.analytical-connectionism.net/school/2025/
Where? London, UK. When? Aug 25-Sep 5.
Deadline: April 18th 🚨
Apply here www.analytical-connectionism.net/school/2025/
Where? London, UK. When? Aug 25-Sep 5.
April 10, 2025 at 8:16 AM
Less than 10 days to apply to the last edition of the Analytical Connectionism summer school!
Deadline: April 18th 🚨
Apply here www.analytical-connectionism.net/school/2025/
Where? London, UK. When? Aug 25-Sep 5.
Deadline: April 18th 🚨
Apply here www.analytical-connectionism.net/school/2025/
Where? London, UK. When? Aug 25-Sep 5.
I really enjoyed working on this. What started as a reproducibility issue ended up revealing a more complex picture of mean-field dynamics than I originally thought, making me rethink the specialisation phenomenon.
Soon at @iclr-conf.bsky.social!
🔗 openreview.net/forum?id=RQz...
Soon at @iclr-conf.bsky.social!
🔗 openreview.net/forum?id=RQz...
March 27, 2025 at 8:50 AM
I really enjoyed working on this. What started as a reproducibility issue ended up revealing a more complex picture of mean-field dynamics than I originally thought, making me rethink the specialisation phenomenon.
Soon at @iclr-conf.bsky.social!
🔗 openreview.net/forum?id=RQz...
Soon at @iclr-conf.bsky.social!
🔗 openreview.net/forum?id=RQz...
Excited to meet for the first time and exchange ideas with fellow Nordic statistical physicists next week @NorditaSweden
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/
14th Nordic Workshop on Statistical Physics: Biological, Complex and Non-Equilibrium Systems
Venue Nordita, Stockholm, Sweden Scope This workshop series provides a “forum” where scientists in the Nordic countries working in the area of Statistical Physics can meet regularly. The meeting bring...
indico.fysik.su.se
March 2, 2025 at 2:49 PM
Excited to meet for the first time and exchange ideas with fellow Nordic statistical physicists next week @NorditaSweden
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/
Happy to announce that the Analytical Connectionism summer school is back!
This year we'll dive into "bias" across ML, Neuroscience, and Psychology.
📆 Aug 25-Sep 5
🗺️ London, UK
🌐 www.analytical-connectionism.net/school/2025/
Applications are open!
This year we'll dive into "bias" across ML, Neuroscience, and Psychology.
📆 Aug 25-Sep 5
🗺️ London, UK
🌐 www.analytical-connectionism.net/school/2025/
Applications are open!
February 5, 2025 at 5:01 PM
Happy to announce that the Analytical Connectionism summer school is back!
This year we'll dive into "bias" across ML, Neuroscience, and Psychology.
📆 Aug 25-Sep 5
🗺️ London, UK
🌐 www.analytical-connectionism.net/school/2025/
Applications are open!
This year we'll dive into "bias" across ML, Neuroscience, and Psychology.
📆 Aug 25-Sep 5
🗺️ London, UK
🌐 www.analytical-connectionism.net/school/2025/
Applications are open!
Reposted by Stefano Sarao Mannelli
ML methods are an asset in analysing numerically glassy dynamics - a notoriously difficult physics problem. If you want to know more on recent results and future directions, check out our "Roadmap on machine learning glassy dynamics", just appeared on Nature Reviews www.nature.com/articles/s42...
January 6, 2025 at 9:16 AM
ML methods are an asset in analysing numerically glassy dynamics - a notoriously difficult physics problem. If you want to know more on recent results and future directions, check out our "Roadmap on machine learning glassy dynamics", just appeared on Nature Reviews www.nature.com/articles/s42...
Reposted by Stefano Sarao Mannelli
Looking for a PhD in Cognitive Science, Cognitive Neuroscience or related in Germany? One week left to apply for the Max Planck School of Cognition: cognition.maxplanckschools.org/en/application
#PsychSciSky #compneurosky #neuroskyence #NeuroAI #Neuroimaging
#PsychSciSky #compneurosky #neuroskyence #NeuroAI #Neuroimaging
November 24, 2024 at 10:12 AM
Looking for a PhD in Cognitive Science, Cognitive Neuroscience or related in Germany? One week left to apply for the Max Planck School of Cognition: cognition.maxplanckschools.org/en/application
#PsychSciSky #compneurosky #neuroskyence #NeuroAI #Neuroimaging
#PsychSciSky #compneurosky #neuroskyence #NeuroAI #Neuroimaging
First post on 🦋!
Next week, I’ll speak about Curriculum Learning at the workshop "At the Crossroads of AI and Cognitive Science". Join me if you are in the area! 🔗 www.chalmers.se/en/current/c...
Next week, I’ll speak about Curriculum Learning at the workshop "At the Crossroads of AI and Cognitive Science". Join me if you are in the area! 🔗 www.chalmers.se/en/current/c...
At the Crossroads of AI and Cognitive Science
Artificial Intelligence (AI) and Cognitive Science (CogSci) have always had a very fruitful interaction over decades. On the one hand, AI takes its inspiration…
www.chalmers.se
November 21, 2024 at 5:32 PM
First post on 🦋!
Next week, I’ll speak about Curriculum Learning at the workshop "At the Crossroads of AI and Cognitive Science". Join me if you are in the area! 🔗 www.chalmers.se/en/current/c...
Next week, I’ll speak about Curriculum Learning at the workshop "At the Crossroads of AI and Cognitive Science". Join me if you are in the area! 🔗 www.chalmers.se/en/current/c...