| 2025 | ICASSP | A Critical Assessment of Visual Sound Source Localization Models Including Negative Audio. | Xavier Juanola, Gloria Haro, Magdalena Fuentes |
| 2025 | ICASSP | Twenty-Five Years of MIR Research: Achievements, Practices, Evaluations, and Future Challenges. | Geoffroy Peeters, Zafar Rafii, Magdalena Fuentes, Zhiyao Duan, Emmanouil Benetos, Juhan Nam, Yuki Mitsufuji |
| 2025 | ICASSP | SONIQUE: Video Background Music Generation Using Unpaired Audio-Visual Data. | Liqian Zhang, Magdalena Fuentes |
| 2025 | Interspeech | Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification. | Emiliano Acevedo, Martn Rocamora, Magdalena Fuentes |
| 2024 | CHI | Unspoken Sound: Identifying Trends in Non-Speech Audio Captioning on YouTube. | Lloyd May, Keita Ohshiro, Khang Dang, Sripathi Sridhar, Jhanvi Pai, Magdalena Fuentes, Sooyeon Lee, Mark Cartwright |
| 2023 | ICASSP | Does a Quieter City Mean Fewer Complaints? The Sounds of New York City During Covid-19 Lockdown. | Mark Cartwright, Magdalena Fuentes, Charlie Mydlarz, Fabio Miranda, Juan Pablo Bello |
| 2023 | ICASSP | Tempo vs. Pitch: Understanding Self-Supervised Tempo Estimation. | Giovana Morais, Matthew E. P. Davies, Marcelo Queiroz, Magdalena Fuentes |
| 2023 | ICASSP | Flowgrad: Using Motion for Visual Sound Source Localization. | Rajsuryan Singh, Pablo Zinemanas, Xavier Serra, Juan Pablo Bello, Magdalena Fuentes |
| 2023 | Interspeech | A multimodal prototypical approach for unsupervised sound classification. | Saksham Singh Kushwaha, Magdalena Fuentes |
| 2022 | ICASSP | Urban Sound & Sight: Dataset And Benchmark For Audio-Visual Urban Scene Understanding. | Magdalena Fuentes, Bea Steers, Pablo Zinemanas, Martn Rocamora, Luca Bondi, Julia Wilkins, Qianyi Shi, Yao Hou, Samarjit Das, Xavier Serra, Juan Pablo Bello |
| 2022 | Interspeech | How to Listen? Rethinking Visual Sound Localization. | Ho-Hsiang Wu, Magdalena Fuentes, Prem Seetharaman, Juan Pablo Bello |
| 2019 | ICASSP | A Music Structure Informed Downbeat Tracking System Using Skip-chain Conditional Random Fields and Deep Learning. | Magdalena Fuentes, Brian McFee, Hlne C. Crayencour, Slim Essid, Juan Pablo Bello |
| 2016 | CIARP | Detection of Follicles in Ultrasound Videos of Bovine Ovaries. | Alvaro Gmez, Guillermo Carbajal, Magdalena Fuentes, Carolina Violes |
| 2015 | CIARP | A Multimodal Approach for Percussion Music Transcription from Audio and Video. | Bernardo Marenco, Magdalena Fuentes, Florencia Lanzaro, Martn Rocamora, Alvaro Gmez |