Dalalyan Lab

Research focus

ERC Advanced Grant · 2024

Statistical Analysis of Generative Models

Generative modeling, the automatic generation of examples such as texts, images, music, and molecules that are similar to those in a given dataset, is a central task in artificial intelligence. Mathematically, this task is framed as the problem of sampling from an unknown distribution, which is accessible only through a limited set of examples drawn from it. The size and quality of this set can vary greatly depending on the application. The algorithms that have propelled generative modeling to fame are known for their substantial data and computational resource requirements, often necessitating vast amounts of both to achieve state-of-the-art performance. The goal of this project is to…

From the public funding record at EU CORDIS. Describes the funded project, not the reviews below.