Name: Bridging scales: At the crossroads among renormalisation group, multi-scale modelling, and deep learning
Start: 2024-04-15T08:30:00+02:00
End: 2024-04-19T19:00:00+02:00
Location: ECT*

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
15:00 ML and diffentiable programming optimization for X-ray experiments - Fabrizio Napolitano (INFN - Laboratori Nazionali di Frascati, Italy)
ML and diffentiable programming optimization for X-ray experiments
- Fabrizio Napolitano (INFN - Laboratori Nazionali di Frascati, Italy)
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30 Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:00 From atoms to devices: Designing materials for future devices - Sanghamitra Neogi (University of Colorado Boulder)
From atoms to devices: Designing materials for future devices
- Sanghamitra Neogi (University of Colorado Boulder)
16:00 - 16:50
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