Tracking Melodic Patterns in Flamenco Singing by Analyzing Polyphonic Music Recordings. - Aggelos Pikrakis; Francisco Gómez 001; Sergio Oramas; José Miguel Díaz-Báñez; Joaquín Mora; Francisco Escobar-Borrego; Emilia Gómez; Justin Salamon (ISMIR, 2012)

Harvesting and Structuring Social Data in Music Information Retrieval. - Sergio Oramas (ESWC, 2014)

Extending Tagging Ontologies with Domain Specific Knowledge. - Frederic Font; Sergio Oramas; György Fazekas; Xavier Serra (ISWC (Posters & Demos), 2014)

FlaBase: Towards the Creation of a Flamenco Music Knowledge Base. - Sergio Oramas; Francisco Gómez 001; Emilia Gómez; Joaquín Mora (ISMIR, 2015)

A Semantic-Based Approach for Artist Similarity. - Sergio Oramas; Mohamed Sordo; Luis Espinosa Anke; Xavier Serra (ISMIR, 2015)

Extracting Relations from Unstructured Text Sources for Music Recommendation. - Mohamed Sordo; Sergio Oramas; Luis Espinosa Anke (NLDB, 2015)

A Rule-Based Approach to Extracting Relations from Music Tidbits. - Sergio Oramas; Mohamed Sordo; Luis Espinosa Anke (WWW (Companion Volume), 2015)

A Semantic Hybrid Approach for Sound Recommendation. - Vito Claudio Ostuni; Tommaso Di Noia; Eugenio Di Sciascio; Sergio Oramas; Xavier Serra (WWW (Companion Volume), 2015)

Finding and Expanding Hypernymic Relations in the Music Domain. - Luis Espinosa Anke; Sergio Oramas; José Camacho-Collados; Horacio Saggion (CCIA, 2016)

Exploring Customer Reviews for Music Genre Classification and Evolutionary Studies. - Sergio Oramas; Luis Espinosa Anke; Aonghus Lawlor; Xavier Serra; Horacio Saggion (ISMIR, 2016)

ELMD: An Automatically Generated Entity Linking Gold Standard Dataset in the Music Domain. - Sergio Oramas; Luis Espinosa Anke; Mohamed Sordo; Horacio Saggion; Xavier Serra (LREC, 2016)

Information extraction for knowledge base construction in the music domain. - Sergio Oramas; Luis Espinosa Anke; Mohamed Sordo; Horacio Saggion; Xavier Serra (Data Knowl. Eng., 2016)

ELMDist: A Vector Space Model with Words and MusicBrainz Entities. - Luis Espinosa Anke; Sergio Oramas; Horacio Saggion; Xavier Serra (ESWC (Satellite Events), 2017)

Open Knowledge Extraction Challenge 2017. - René Speck; Michael Röder; Sergio Oramas; Luis Espinosa Anke; Axel-Cyrille Ngonga Ngomo (SemWebEval@ESWC, 2017)

Freesound Datasets: A Platform for the Creation of Open Audio Datasets. - Eduardo Fonseca; Jordi Pons; Xavier Favory; Frederic Font; Dmitry Bogdanov; Andres Ferraro; Sergio Oramas; Alastair Porter; Xavier Serra (ISMIR, 2017)

Multi-Label Music Genre Classification from Audio, Text and Images Using Deep Features. - Sergio Oramas; Oriol Nieto; Francesco Barbieri; Xavier Serra (ISMIR, 2017)

A Deep Multimodal Approach for Cold-start Music Recommendation. - Sergio Oramas; Oriol Nieto; Mohamed Sordo; Xavier Serra (DLRS@RecSys, 2017)

Sound and Music Recommendation with Knowledge Graphs. - Sergio Oramas; Vito Claudio Ostuni; Tommaso Di Noia; Xavier Serra; Eugenio Di Sciascio (ACM Trans. Intell. Syst. Technol., 2017)

Knowledge extraction and representation learning for music recommendation and classification. - Sergio Oramas (2017)

MediaEval 2018 AcousticBrainz Genre Task: A Baseline Combining Deep Feature Embeddings Across Datasets. - Sergio Oramas; Dmitry Bogdanov; Alastair Porter (MediaEval, 2018)

SemEval-2018 Task 9: Hypernym Discovery. - José Camacho-Collados; Claudio Delli Bovi; Luis Espinosa Anke; Sergio Oramas; Tommaso Pasini; Enrico Santus; Vered Shwartz; Roberto Navigli; Horacio Saggion (SemEval@NAACL-HLT, 2018)

Natural Language Processing for Music Knowledge Discovery. - Sergio Oramas; Luis Espinosa Anke; Francisco Gómez 001; Xavier Serra (CoRR, 2018)

Multimodal Deep Learning for Music Genre Classification. - Sergio Oramas; Francesco Barbieri; Oriol Nieto; Xavier Serra (Trans. Int. Soc. Music. Inf. Retr., 2018)

The AcousticBrainz Genre Dataset: Multi-Source, Multi-Level, Multi-Label, and Large-Scale. - Dmitry Bogdanov; Alastair Porter; Hendrik Schreiber 001; Julián Urbano; Sergio Oramas (ISMIR, 2019)

Mood Classification Using Listening Data. - Filip Korzeniowski; Oriol Nieto; Matthew C. McCallum; Minz Won; Sergio Oramas; Erik M. Schmidt (ISMIR, 2020)

Maximizing the Engagement: Exploring New Signals of Implicit Feedback in Music Recommendations. - Andres Ferraro; Sergio Oramas; Massimo Quadrana; Xavier Serra (ComplexRec-ImpactRS@RecSys, 2020)

Multimodal Metric Learning for Tag-Based Music Retrieval. - Minz Won; Sergio Oramas; Oriol Nieto; Fabien Gouyon; Xavier Serra (ICASSP, 2021)

Artist Similarity Using Graph Neural Networks. - Filip Korzeniowski; Sergio Oramas; Fabien Gouyon (ISMIR, 2021)

Bootstrapping a Music Voice Assistant with Weak Supervision. - Sergio Oramas; Massimo Quadrana; Fabien Gouyon (NAACL-HLT (Industry Papers), 2021)

PodRecs 2021: 2nd Workshop on Podcast Recommendations. - Ching-Wei Chen; Rosie Jones; Zahra Nazari; Longqi Yang; Maria Eskevich; Gareth James Francis Jones; Sergio Oramas (RecSys, 2021)

Artist Similarity with Graph Neural Networks. - Filip Korzeniowski; Sergio Oramas; Fabien Gouyon (CoRR, 2021)

Supervised and Unsupervised Learning of Audio Representations for Music Understanding. - Matthew C. McCallum; Filip Korzeniowski; Sergio Oramas; Fabien Gouyon; Andreas F. Ehmann (ISMIR, 2022)

Artist Similarity for Everyone: A Graph Neural Network Approach. - Filip Korzeniowski; Sergio Oramas; Fabien Gouyon (Trans. Int. Soc. Music. Inf. Retr., 2022)

Contrastive Learning for Cross-Modal Artist Retrieval. - Andres Ferraro; Jaehun Kim; Sergio Oramas; Andreas F. Ehmann; Fabien Gouyon (ISMIR, 2023)

Talking to Your Recs: Multimodal Embeddings For Recommendation and Retrieval. - Sergio Oramas; Andres Ferraro; Álvaro Sarasúa; Fabien Gouyon (MuRS@RecSys, 2024)

MGPHot: A Dataset of Musicological Annotations for Popular Music (1958-2022). - Sergio Oramas; Fabien Gouyon; Steve Hogan; Camilo Landau; Andreas F. Ehmann (Trans. Int. Soc. Music. Inf. Retr., 2025)