Bridging scales: At the crossroads among renormalisation group, multi-scale modelling, and deep learning
from
Monday 15 April 2024 (08:30)
to
Friday 19 April 2024 (19:00)
Monday 15 April 2024
08:30
Registration
Registration
08:30 - 09:30
Room: Aula Renzo Leonardi
09:30
Welcome
Welcome
09:30 - 09:50
Room: Aula Renzo Leonardi
09:50
Topological polymeric soft materials: Some examples
-
Luca Tubiana
(
University of Trento, Italy
)
Topological polymeric soft materials: Some examples
Luca Tubiana
(
University of Trento, Italy
)
09:50 - 10:40
Room: Aula Renzo Leonardi
10:40
Coffee break
Coffee break
10:40 - 11:30
Room: Aula Renzo Leonardi
11:30
Renormalisation group techniques for polymers on fractal lattices
-
Antonio Trovato
(
University of Padova - Department of Physic and Astronomy
)
Renormalisation group techniques for polymers on fractal lattices
Antonio Trovato
(
University of Padova - Department of Physic and Astronomy
)
11:30 - 12:20
Room: Aula Renzo Leonardi
12:20
Lunch
Lunch
12:20 - 14:30
Room: Aula Renzo Leonardi
14:30
Coupling DFT, SSCHA and SchNet NN for Hydrogen desorption temperature calculations in Magnesium Hydride Nanoclusters
-
Andrea Pedrielli
(
FBK
)
Coupling DFT, SSCHA and SchNet NN for Hydrogen desorption temperature calculations in Magnesium Hydride Nanoclusters
Andrea Pedrielli
(
FBK
)
14:30 - 15:00
Room: Aula Renzo Leonardi
15:30
Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:50
16:50 - 18:00
Room: Aula Renzo Leonardi
Tuesday 16 April 2024
09:00
Fundamental limits of Shallow Neural Networks for Supervised Learning
-
Jean Barbier
(
ICTP
)
Fundamental limits of Shallow Neural Networks for Supervised Learning
Jean Barbier
(
ICTP
)
09:00 - 09:50
Room: Aula Renzo Leonardi
09:50
Modelling complex data with RBMs
-
Beatriz Seoane Bartolome
(
LISN, Paris-Saclay
)
Modelling complex data with RBMs
Beatriz Seoane Bartolome
(
LISN, Paris-Saclay
)
09:50 - 10:40
Room: Aula Renzo Leonardi
10:40
Coffee break
Coffee break
10:40 - 11:30
Room: Aula Renzo Leonardi
11:30
Renormalizing Molecular Dynamics
-
Pietro Faccioli
(
University of Milan-Bicocca
)
Renormalizing Molecular Dynamics
Pietro Faccioli
(
University of Milan-Bicocca
)
11:30 - 12:20
Room: Aula Renzo Leonardi
12:20
Lunch
Lunch
12:20 - 14:30
Room: Aula Renzo Leonardi
14:30
Natural swarms in 3.99 dimensions
-
Mattia Scandolo
(
ISC-CNR
)
Natural swarms in 3.99 dimensions
Mattia Scandolo
(
ISC-CNR
)
14:30 - 15:00
Room: Aula Renzo Leonardi
15:00
A quantum machine learning perspective on phase transitions
-
Oriel Kiss
(
CERN
)
A quantum machine learning perspective on phase transitions
Oriel Kiss
(
CERN
)
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:00
Operator Leaning Renormalization Group for Quantum Simulations
-
Di Luo
(
Massachusetts Institute of Technology
)
Operator Leaning Renormalization Group for Quantum Simulations
Di Luo
(
Massachusetts Institute of Technology
)
16:00 - 16:50
Room: Aula Renzo Leonardi
16:50
16:50 - 18:00
Room: Aula Renzo Leonardi
20:30
20:30 - 22:30
Room: Aula Renzo Leonardi
Wednesday 17 April 2024
09:00
Machine learning in biomolecular simulations: from characterizing conformational free energy landscapes to scale bridging
-
Christine Peter
(
University of Konstanz
)
Machine learning in biomolecular simulations: from characterizing conformational free energy landscapes to scale bridging
Christine Peter
(
University of Konstanz
)
09:00 - 09:50
Room: Aula Renzo Leonardi
09:50
What do Transformers learn when trained via Masked Language Modelling?
-
Federica Gerace
What do Transformers learn when trained via Masked Language Modelling?
Federica Gerace
09:50 - 10:40
Room: Aula Renzo Leonardi
10:40
Coffee break
Coffee break
10:40 - 11:30
Room: Aula Renzo Leonardi
11:30
Inferring phase transitions and critical exponents from limited observations with Thermodynamic Maps
-
Pratyush Tiwary
(
University of Maryland, College Park
)
Inferring phase transitions and critical exponents from limited observations with Thermodynamic Maps
Pratyush Tiwary
(
University of Maryland, College Park
)
11:30 - 12:20
Room: Aula Renzo Leonardi
12:20
Lunch
Lunch
12:20 - 15:00
Room: Aula Renzo Leonardi
15:00
Loss is more: exploring the weight space of a perceptron via enhanced sampling techniques
-
Margherita Mele
(
University of Trento
)
Loss is more: exploring the weight space of a perceptron via enhanced sampling techniques
Margherita Mele
(
University of Trento
)
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:00
Diffusion Model as Stochastic Quantization in Lattice QFT
-
Kai Zhou
(
Frankfurt Institute for Advanced Studies
)
Diffusion Model as Stochastic Quantization in Lattice QFT
Kai Zhou
(
Frankfurt Institute for Advanced Studies
)
16:00 - 16:50
Room: Aula Renzo Leonardi
16:50
16:50 - 18:00
Room: Aula Renzo Leonardi
Thursday 18 April 2024
09:00
A computation-dissipation tradeoff for machine learning at the mesoscale
-
Alessandro Ingrosso
(
The Abdus Salam International Centre for Theoretical Physics
)
A computation-dissipation tradeoff for machine learning at the mesoscale
Alessandro Ingrosso
(
The Abdus Salam International Centre for Theoretical Physics
)
09:00 - 09:50
Room: Aula Renzo Leonardi
09:50
Exploring the landscape of model representations
-
Will Noid
(
penn state
)
Exploring the landscape of model representations
Will Noid
(
penn state
)
09:50 - 10:40
Room: Aula Renzo Leonardi
10:40
Coffee break
Coffee break
10:40 - 11:30
Room: Aula Renzo Leonardi
11:30
Neural Quantum States for Quantum Many-Body Physics
-
Arnau Rios Huguet
(
Institute of Cosmos Sciences, University of Barcelona, Spain
)
Neural Quantum States for Quantum Many-Body Physics
Arnau Rios Huguet
(
Institute of Cosmos Sciences, University of Barcelona, Spain
)
11:30 - 12:20
Room: Aula Renzo Leonardi
12:20
Lunch
Lunch
12:20 - 14:30
Room: Aula Renzo Leonardi
14:30
Thrustworthy machine learning for materials
-
Federico Grasselli
(
EPFL
)
Thrustworthy machine learning for materials
Federico Grasselli
(
EPFL
)
14:30 - 15:00
Room: Aula Renzo Leonardi
15:00
Tracking and Analysis of Active Droplet Dynamics
-
Matteo Scandola
(
University of Trento
)
Tracking and Analysis of Active Droplet Dynamics
Matteo Scandola
(
University of Trento
)
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:00
Transferable coarse-grained models accelerate chemical-space exploration
-
Tristan Bereau
(
Heidelberg University
)
Transferable coarse-grained models accelerate chemical-space exploration
Tristan Bereau
(
Heidelberg University
)
16:00 - 16:50
Room: Aula Renzo Leonardi
16:50
TBA
-
Yannick Meurice
(
University of Iowa
)
TBA
Yannick Meurice
(
University of Iowa
)
16:50 - 17:20
Room: Aula Renzo Leonardi
17:20
17:20 - 18:30
Room: Aula Renzo Leonardi
20:30
20:30 - 22:30
Room: Aula Renzo Leonardi
Friday 19 April 2024
09:00
Fixed point actions from lattice gauge equivariant convolutional neural networks
-
Andreas Ipp
(
TU Wien
)
Fixed point actions from lattice gauge equivariant convolutional neural networks
Andreas Ipp
(
TU Wien
)
09:00 - 09:50
Room: Aula Renzo Leonardi
09:50
Towards multi-scale models of active filaments
-
Emanuele Locatelli
(
University of Padova
)
Towards multi-scale models of active filaments
Emanuele Locatelli
(
University of Padova
)
09:50 - 10:40
Room: Aula Renzo Leonardi
10:40
Coffee break
Coffee break
10:40 - 11:30
Room: Aula Renzo Leonardi
11:30
An integrated photonic neuromorphic interface for dimensionality expansion of optical signals
-
Alessio Lugnan
(
University of Trento
)
An integrated photonic neuromorphic interface for dimensionality expansion of optical signals
Alessio Lugnan
(
University of Trento
)
11:30 - 12:20
Room: Aula Renzo Leonardi
12:20
Lunch
Lunch
12:20 - 14:30
Room: Aula Renzo Leonardi
14:30
14:30 - 15:00
Room: Aula Renzo Leonardi