Name: Scientific AI for Physics Workshop
Start: 2025-11-04T09:00:00-03:00
End: 2025-11-07T14:00:00-03:00
Location: Instituto Principia

Scientific AI for Physics Workshop

from Tuesday, November 4, 2025 (9:00 AM) to Friday, November 7, 2025 (2:00 PM)

Monday, November 3, 2025
Tuesday, November 4, 2025

1:30 PM Registration
Registration
1:30 PM - 2:00 PM

2:00 PM Tilman Plehn: Precision-ML for the LHC
Tilman Plehn: Precision-ML for the LHC
2:00 PM - 3:30 PM

3:30 PM coffee break and discussions
coffee break and discussions
3:30 PM - 4:30 PM

4:30 PM Manuel Szewc (Universidad de San Martin): Machine learning hadronization
Manuel Szewc (Universidad de San Martin): Machine learning hadronization
4:30 PM - 6:00 PM

6:00 PM Welcome reception
Welcome reception
6:00 PM - 7:20 PM
Wednesday, November 5, 2025

9:00 AM 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
9:00 AM - 9:50 AM

9:50 AM 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
9:50 AM - 10:25 AM

10:25 AM Coffee break and discussion
Coffee break and discussion
10:25 AM - 11:05 AM

11:05 AM 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 AM - 11:55 AM

11:55 AM 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 AM - 12:30 PM

12:30 PM Lunch
Lunch
12:30 PM - 2:00 PM

2:00 PM Tilman Plehn: Statistics and ML
Tilman Plehn: Statistics and ML
2:00 PM - 3:30 PM

3:30 PM coffee break and discussions
coffee break and discussions
3:30 PM - 4:30 PM

4:30 PM Luis Itza Vazquez-Salazar: Molecular Simulations with/without ML
Luis Itza Vazquez-Salazar: Molecular Simulations with/without ML
4:30 PM - 6:00 PM
Thursday, November 6, 2025

9:00 AM

9:00 AM - 9:50 AM

9:50 AM 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
9:50 AM - 10:25 AM

10:25 AM coffee break and discussions
coffee break and discussions
10:25 AM - 11:05 AM

11:05 AM André Sznajder (UERJ): Ultrafast Jet Classification for the HL-LHC
André Sznajder (UERJ): Ultrafast Jet Classification for the HL-LHC
11:05 AM - 11:55 AM

11:55 AM 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 AM - 12:30 PM

12:30 PM Lunch
Lunch
12:30 PM - 2:10 PM

2:10 PM Marc Szewc: machine learning hadronization
Marc Szewc: machine learning hadronization
2:10 PM - 3:40 PM

3:40 PM coffee and discussions
coffee and discussions
3:40 PM - 4:40 PM

4:40 PM Luis Itza Vazquez-Salazar: Graph Diffusion Models
Luis Itza Vazquez-Salazar: Graph Diffusion Models
4:40 PM - 6:10 PM
Friday, November 7, 2025

9:00 AM Nestor Caticha (Universidade de São Paulo): Complex Systems Modeling of Societies
Nestor Caticha (Universidade de São Paulo): Complex Systems Modeling of Societies
9:00 AM - 9:50 AM

9:50 AM 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
9:50 AM - 10:25 AM

10:25 AM coffee break and discussions
coffee break and discussions
10:25 AM - 11:05 AM

11:05 AM 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 AM - 11:55 AM

11:55 AM 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 AM - 12:30 PM

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