Scientific AI for Physics Workshop
from
Tuesday, 4 November 2025 (09:00)
to
Friday, 7 November 2025 (14:00)
Monday, 3 November 2025
Tuesday, 4 November 2025
13:30
Registration
Registration
13:30 - 14:00
14:00
Lectures 1/3: Tilman Plehn: Precision-ML for the LHC
Tilman Plehn: Precision-ML for the LHC
14:00 - 15:30
15:30
coffee break and discussions
coffee break and discussions
15:30 - 16:30
16:30
Manuel Szewc (Universidad de San Martin): Machine learning hadronization
Manuel Szewc (Universidad de San Martin): Machine learning hadronization
16:30 - 18:00
18:00
Welcome reception
Welcome reception
18:00 - 19:20
Wednesday, 5 November 2025
09:00
Seminar 1/3: Raul Abramo (Universidade de São Paulo): Machine Learning and IA in Cosmology and Astrophysics
Raul Abramo (Universidade de São Paulo): Machine Learning and IA in Cosmology and Astrophysics
09:00 - 09:50
09:50
Luidhy Santana-Silva (CBPF): From Pixels to Classes: Deep Learning Classification of 30 Million Galaxies in the DECam Local Volume Exploration Survey
Luidhy Santana-Silva (CBPF): From Pixels to Classes: Deep Learning Classification of 30 Million Galaxies in the DECam Local Volume Exploration Survey
09:50 - 10:25
10:25
Coffee break and discussion
Coffee break and discussion
10:25 - 11:05
11:05
Gustavo Dalpian Universidade de São Paulo): Learning from machine learning: discovering new science for materials
Gustavo Dalpian Universidade de São Paulo): Learning from machine learning: discovering new science for materials
11:05 - 11:55
11:55
Pedro da Costa Huot: Study of hypernuclei identification in ultra-relativistic heavy-ion collisions using a machine learning approach
Pedro da Costa Huot: Study of hypernuclei identification in ultra-relativistic heavy-ion collisions using a machine learning approach
11:55 - 12:30
12:30
Lunch
Lunch
12:30 - 14:00
14:00
Lectures 2/3: Tilman Plehn: Statistics and ML
Tilman Plehn: Statistics and ML
14:00 - 15:30
15:30
coffee break and discussions
coffee break and discussions
15:30 - 16:30
16:30
Luis Itza Vazquez-Salazar: Molecular Simulations with/without ML
Luis Itza Vazquez-Salazar: Molecular Simulations with/without ML
16:30 - 18:00
Thursday, 6 November 2025
09:00
Seminars 2/3
09:00 - 09:50
09:50
Phelipe Antonie Darc de Matos (CBPF): Symbolic Regression Is All You Need: From Simulations to Scaling Laws in Binary Neutron Star Mergers
Phelipe Antonie Darc de Matos (CBPF): Symbolic Regression Is All You Need: From Simulations to Scaling Laws in Binary Neutron Star Mergers
09:50 - 10:25
10:25
coffee break and discussions
coffee break and discussions
10:25 - 11:05
11:05
André Sznajder (UERJ): Ultrafast Jet Classification for the HL-LHC
André Sznajder (UERJ): Ultrafast Jet Classification for the HL-LHC
11:05 - 11:55
11:55
Joaquin Armijo (Universidade de São Paulo): DeepLensingFlow: scored and flow-based networks for Weak-lensing map statistics
Joaquin Armijo (Universidade de São Paulo): DeepLensingFlow: scored and flow-based networks for Weak-lensing map statistics
11:55 - 12:30
12:30
Lunch
Lunch
12:30 - 14:10
14:10
Lectures 3/3: Marc Szewc: machine learning hadronization
Marc Szewc: machine learning hadronization
14:10 - 15:40
15:40
coffee and discussions
coffee and discussions
15:40 - 16:40
16:40
Luis Itza Vazquez-Salazar: Graph Diffusion Models
Luis Itza Vazquez-Salazar: Graph Diffusion Models
16:40 - 18:10
Friday, 7 November 2025
09:00
Seminars 3/3: Nestor Caticha (Universidade de São Paulo): Complex Systems Modeling of Societies
Nestor Caticha (Universidade de São Paulo): Complex Systems Modeling of Societies
09:00 - 09:50
09:50
Daniel López-Cano (universidade de São Paulo): Semi-Supervised Domain Adaptation for Sim-to-Obs Astrophysics: DESI→J-PAS
Daniel López-Cano (universidade de São Paulo): Semi-Supervised Domain Adaptation for Sim-to-Obs Astrophysics: DESI→J-PAS
09:50 - 10:25
10:25
coffee break and discussions
coffee break and discussions
10:25 - 11:05
11:05
Raphael Cóbe (UNESP): From Research to Impact: AI2's Model for Digital Social Innovation
Raphael Cóbe (UNESP): From Research to Impact: AI2's Model for Digital Social Innovation
11:05 - 11:55
11:55
Rafael Bicudo Ribeiro (Universidade de São Paulo): Physically-oriented clustering of conformations in multi-molecule systems
Rafael Bicudo Ribeiro (Universidade de São Paulo): Physically-oriented clustering of conformations in multi-molecule systems
11:55 - 12:30