Alain Riou — accepted AI-conference papers

2026

Automatic Music Sample Identification with Multi-Track Contrastive Learning

ICASSP 2026oral

Sampling, the technique of reusing pieces of existing audio tracks to create new music content, is a very common practice in modern music production. In this paper, we tackle the challenging task of automatic sample identification, that is, detecting such sampled content and retrieving the material…

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2025

Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures

Alain Riou, Antonin Gagneré, Gaëtan Hadjeres, Stefan Lattner, Geoffroy Peeters

ICASSP 2025accepted

In this paper, we tackle the task of musical stem retrieval. Given a musical mix, it consists in retrieving a stem that would fit with it, i.e., that would sound pleasant if played together. To do so, we introduce a new method based on Joint-Embedding Predictive Architectures, where an encoder and a…

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