EuCAIFCon 2024

Session

5.1 Generative models & Simulation of physical systems

2 May 2024, 16:00

Amsterdam, Hotel CASA

Conveners

5.1 Generative models & Simulation of physical systems

• Roberto Trotta (SISSA)

47. Generative models for transient noise studies in Gravitational Waves detectors

Dr Francesco Sarandrea (INFN), Dr Lorenzo Asprea (INFN)

02/05/2024, 16:00

Talk without Poster

Non-Gaussian transient noise artifacts, commonly referred to as glitches, are one of the most challenging limitations in the study of gravitational-wave interferometer data due to their similarities with astrophysical sources signals in the time and frequency domains. Therefore, exploring novel methods to recover physical information from data corrupted by glitches is essential. In our work,...

86. Reconstruction of cosmological initial conditions with sequential simulation-based inference

Dr Christoph Weniger, Guillermo Franco Abellán, Noemi Anau Montel, Oleg Savchenko (University of Amsterdam)

02/05/2024, 16:20

Talk without Poster

Knowledge of the primordial matter density field from which the present non-linear observations formed is of fundamental importance for cosmology, as it contains an immense wealth of information about the physics, evolution, and initial conditions of the universe. Reconstructing this density field from the galaxy survey data is a notoriously difficult task, requiring sophisticated statistical...

162. AI-Driven Exploration of Strongly Interacting Nuclear Matter under Extreme Conditions

Dr Manjunath Omana Kuttan (Frankfurt Institute for Advanced Studies)

02/05/2024, 16:40

Talk without Poster

Investigating the properties of QCD matter at extreme temperatures and densities is a fundamental objective of high energy nuclear physics. Such matter can be created in facilities like CERN and FAIR for short periods of time through heavy-ion collisions. Particularly interesting are the intermediate energy heavy-ion collision experiments such as CBM@FAIR, STAR-FXT@RHIC and experiments at NICA...