PESTO: Pitch Estimation With Self-Supervised Transposition-Equivariant Objective. - Alain Riou; Stefan Lattner; Gaëtan Hadjeres; Geoffroy Peeters (ISMIR, 2023)

Investigating Design Choices in Joint-Embedding Predictive Architectures for General Audio Representation Learning. - Alain Riou; Stefan Lattner; Gaëtan Hadjeres; Geoffroy Peeters (ICASSP Workshops, 2024)

Stem-JEPA: A Joint-Embedding Predictive Architecture for Musical Stem Compatibility Estimation. - Alain Riou; Stefan Lattner; Gaëtan Hadjeres; Michael Anslow; Geoffroy Peeters (ISMIR, 2024)

Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures. - Alain Riou; Antonin Gagneré; Gaëtan Hadjeres; Stefan Lattner; Geoffroy Peeters (ICASSP, 2025)

SLAP: Siamese Language-Audio Pretraining Without Negative Samples for Music Understanding. - Julien Guinot; Alain Riou; Elio Quinton; György Fazekas (CoRR, 2025)

PESTO: Real-Time Pitch Estimation with Self-supervised Transposition-equivariant Objective. - Alain Riou; Bernardo Torres; Ben Hayes; Stefan Lattner; Gaëtan Hadjeres; Gaël Richard; Geoffroy Peeters (CoRR, 2025)

Translation-Equivariant Self-Supervised Learning for Pitch Estimation with Optimal Transport. - Bernardo Torres; Alain Riou; Gaël Richard; Geoffroy Peeters (CoRR, 2025)