| Learning interpretable representation for controllable polyphonic music generation Z Wang, D Wang, Y Zhang, G Xia ISMIR 2020, 2020 | 104 | 2020 |
| PianoTree VAE: Structured representation learning for polyphonic music Z Wang, Y Zhang, Y Zhang, J Jiang, R Yang, J Zhao, G Xia ISMIR 2020, 2020 | 80 | 2020 |
| Exploring XAI for the Arts: Explaining Latent Space in Generative Music N Bryan-Kinns, B Banar, C Ford, CN Reed, Y Zhang, S Colton, J Armitage NeurIPS2021, 1st XAI4Debugging workshop, 2021 | 63 | 2021 |
| The Song Describer Dataset: A corpus of audio captions for music-and-language evaluation I Manco, B Weck, S Doh, M Won, Y Zhang, D Bodganov, Y Wu, K Chen, ... NeurIPS 2023 ML for Audio workshop, 2023 | 61 | 2023 |
| MusicMagus: Zero-Shot Text-to-Music Editing via Diffusion Models Y Zhang, Y Ikemiya, G Xia, N Murata, MA Martínez-Ramírez, WH Liao, ... IJCAI 2024 - AI, Arts & Creativity Track, 2024 | 50 | 2024 |
| BUTTER: A representation learning framework for bi-directional music-sentence retrieval and generation Y Zhang, Z Wang, D Wang, G Xia ISMIR 2020, 1st NLP4MusA workshop, 54-58, 2020 | 36 | 2020 |
| COSMIC: A Conversational Interface for Human-AI Music Co-Creation Y Zhang, G Xia, M Levy, S Dixon NIME 2021, 2021 | 33 | 2021 |
| Content-based controls for music large language modeling L Lin, G Xia, J Jiang, Y Zhang ISMIR 2024, 2023 | 32 | 2023 |
| Instruct-MusicGen: Unlocking Text-to-Music Editing for Music Language Models via Instruction Tuning Y Zhang, Y Ikemiya, W Choi, N Murata, MA Martínez-Ramírez, L Lin, G Xia, ... ISMIR 2025, 2024 | 29 | 2024 |
| Loop copilot: Conducting ai ensembles for music generation and iterative editing Y Zhang, A Maezawa, G Xia, K Yamamoto, S Dixon arXiv preprint arXiv:2310.12404, 2023 | 27 | 2023 |
| Arrange, Inpaint, and Refine: Steerable Long-term Music Audio Generation and Editing via Content-based Controls L Lin, G Xia, Y Zhang, J Jiang IJCAI 2024 - AI, Arts & Creativity Track, 2024 | 22 | 2024 |
| Interpreting Song Lyrics with an Audio-Informed Pre-trained Language Model Y Zhang, J Jiang, G Xia, S Dixon ISMIR 2022, 2022 | 18 | 2022 |
| Music phrase inpainting using long-term representation and contrastive loss S Wei, G Xia, Y Zhang, L Lin, W Gao ICASSP 2022, 2022 | 14 | 2022 |
| Vis2mus: Exploring multimodal representation mapping for controllable music generation R Zhang, Y Zhang, K Shao, Y Shan, G Xia arXiv preprint arXiv:2211.05543, 2022 | 9 | 2022 |
| Learning Hierarchical Metrical Structure Beyond Measures J Jiang, D Chin, Y Zhang, G Xia ISMIR 2022, 2022 | 8 | 2022 |
| Symbolic Melody Phrase Segmentation Using Neural Network with Conditional Random Field Y Zhang, G Xia Proceedings of the 8th Conference on Sound and Music Technology, 55-65, 2020 | 7 | 2020 |
| The Interpretation Gap in Text-to-Music Generation Models Y Zang*, Y Zhang* ISMIR 2024, 3rd NLP4MusA workshop, 2024 | 6 | 2024 |
| Explainable AI and Music N Bryan-Kinns, B Banar, C Ford, CN Reed, Y Zhang, J Armitage Artificial Intelligence for Art Creation and Understanding, 1-29, 2024 | 5 | 2024 |
| AI (r) evolution--where are we heading? Thoughts about the future of music and sound technologies in the era of deep learning G Bindi, N Demerlé, R Diaz, D Genova, A Golvet, B Hayes, J Huang, L Liu, ... arXiv preprint arXiv:2310.18320, 2023 | 5 | 2023 |
| Temporal Adaptation of Pre-trained Foundation Models for Music Structure Analysis Y Zhang, H Chen, JC Wang, J Chen WASPAA 2025, 2025 | 3 | 2025 |
Gus (Guangyu) XiaAssociate Professor of Machine Learning, MBZUAIVerified email at nyu.edu
