| 2025 | ICASSP | Investigating the Sensitivity of Pre-trained Audio Embeddings to Common Effects. | Victor Deng, Changhong Wang, Gal Richard, Brian McFee |
| 2025 | ICASSP | Hybrid Losses for Hierarchical Embedding Learning. | Haokun Tian, Stefan Lattner, Brian McFee, Charalampos Saitis |
| 2024 | ICASSP | Spatial Scaper: A Library to Simulate and Augment Soundscapes for Sound Event Localization and Detection in Realistic Rooms. | Irn R. Romn, Christopher Ick, Sivan Ding, Adrian S. Roman, Brian McFee, Juan Pablo Bello |
| 2021 | ICASSP | Sound Event Detection in Urban Audio with Single and Multi-Rate Pcen. | Christopher Ick, Brian McFee |
| 2021 | ICASSP | Multi-Task Self-Supervised Pre-Training for Music Classification. | Ho-Hsiang Wu, Chieh-Chi Kao, Qingming Tang, Ming Sun, Brian McFee, Juan Pablo Bello, Chao Wang |
| 2020 | ICASSP | Learning the Helix Topology of Musical Pitch. | Vincent Lostanlen, Sripathi Sridhar, Brian McFee, Andrew Farnsworth, 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 |
| 2019 | ICASSP | Enhanced Hierarchical Music Structure Annotations via Feature Level Similarity Fusion. | Christopher J. Tralie, Brian McFee |
| 2018 | Interspeech | Bubble Cooperative Networks for Identifying Important Speech Cues. | Viet Anh Trinh, Brian McFee, Michael I. Mandel |
| 2014 | ICASSP | Better beat tracking through robust onset aggregation. | Brian McFee, Daniel P. W. Ellis |
| 2014 | ICASSP | Learning to segment songs with ordinal linear discriminant analysis. | Brian McFee, Daniel P. W. Ellis |
| 2014 | Interspeech | Speech enhancement by low-rank and convolutive dictionary spectrogram decomposition. | Zhuo Chen, Brian McFee, Daniel P. W. Ellis |
| 2013 | ICML | Robust Structural Metric Learning. | Daryl Lim, Gert R. G. Lanckriet, Brian McFee |
| 2012 | WWW | The million song dataset challenge. | Brian McFee, Thierry Bertin-Mahieux, Daniel P. W. Ellis, Gert R. G. Lanckriet |
| 2011 | CVPR | From region similarity to category discovery. | Carolina Galleguillos, Brian McFee, Serge J. Belongie, Gert R. G. Lanckriet |
| 2011 | RecSys | WOMRAD: 2nd workshop on music recommendation and discovery. | Amelie Anglade, scar Celma, Ben Fields, Paul Lamere, Brian McFee |
| 2010 | CVPR | Multi-class object localization by combining local contextual interactions. | Carolina Galleguillos, Brian McFee, Serge J. Belongie, Gert R. G. Lanckriet |
| 2010 | ICML | Metric Learning to Rank. | Brian McFee, Gert R. G. Lanckriet |
| 2009 | ICML | Partial order embedding with multiple kernels. | Brian McFee, Gert R. G. Lanckriet |