Semi-Supervised Contrastive Learning of Musical Representations. - Julien Guinot; Elio Quinton; George Fazekas (ISMIR, 2024)

Foundation Models for Music: A Survey. - Yinghao Ma; Anders Øland; Anton Ragni; Bleiz Macsen Del Sette; Charalampos Saitis; Chris Donahue; Chenghua Lin; Christos Plachouras; Emmanouil Benetos; Elio Quinton; Elona Shatri; Fabio Morreale; et al. (CoRR, 2024)

Leave-One-EquiVariant: Alleviating Invariance-Related Information Loss in Contrastive Music Representations. - Julien Guinot; Elio Quinton; György Fazekas (ICASSP, 2025)

Towards a Unified Representation Evaluation Framework Beyond Downstream Tasks. - Christos Plachouras; Julien Guinot; George Fazekas; Elio Quinton; Emmanouil Benetos; Johan Pauwels (CoRR, 2025)

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

GD-Retriever: Controllable Generative Text-Music Retrieval with Diffusion Models. - Julien Guinot; Elio Quinton; György Fazekas (CoRR, 2025)