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Irene Tallini

2 accepted papers

2024

Multi-Source Diffusion Models for Simultaneous Music Generation and Separation

ICLR 2024oral

In this work, we define a diffusion-based generative model capable of both music generation and source separation by learning the score of the joint probability density of sources sharing a context. Alongside the classic total inference tasks (i.e., generating a mixture, separating the sources), we…

2024

Vector Quantile Regression on Manifolds

AISTATS 2024poster

Quantile regression (QR) is a statistical tool for distribution-free estimation of conditional quantiles of a target variable given explanatory features. QR is limited by the assumption that the target distribution is univariate and defined on an Euclidean domain. Although the notion of quantiles wa…