Publications

Core Publications

• Ziyu Wang, Lejun Min, and Gus Xia, Whole-Song Hierarchical Generation of Symbolic Music Using Cascaded Diffusion Models, in Proceedings of the 12th International Conference on Learning Representations (ICLR), 2024. [demo] [code]

• Yuxuan Wu, Ziyu Wang, Bhiksha Raj, and Gus Xia, Emergent Interpretable Symbols and Content-Style Disentanglement via Variance-Invariance Constraints, in arXiv preprint, arXiv:2407.03824 [cs.LG], 2024. [demo]

• Ziyu Wang, Dejing Xu, Gus Xia, and Ying Shan, Audio-To-Symbolic Arrangement Via Cross-Modal Music Representation Learning, in Proceedings of 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. [music1] [music2] [talk] [code]

• Ziyu Wang, and Gus Xia, MuseBERT: Pre-training of Music Representation for Music Understanding and Controllable Generation, in Proceedings of the 22nd International Society for Music Information Retrieval Conference (ISMIR), 2021. [code]

• Ziyu Wang, Dingsu Wang, Yixiao Zhang and Gus Xia, Learning Interpretable Representation for Controllable Polyphonic Music Generation, in Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR), 2020. [music1] [music2] [music3] [talk] [code]

• Ziyu Wang, Yiyi Zhang, Yixiao Zhang, Junyan Jiang, Junbo Zhao, and Gus Xia, PianoTree VAE: Structured Representation Learning for Polyphonic Music, in Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR), 2020. [talk] [code]

• Ziyu Wang*, Ke Chen*, Yiyi Zhang, Junyan Jiang, Maoran Xu, Shuqi Dai, and Gus Xia, POP909: A Pop-Song Dataset for Music Arrangement Generation, in Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR), 2020. [code]

• Ruihan Yang, Dingsu Wang, Ziyu Wang, Tianyao Chen, Junyan Jiang, and Gus Xia, Deep Music Analogy Via Latent Representation Disentanglement, in Proceedings of the 20st International Society for Music Information Retrieval Conference (ISMIR), 2019. [music] [tutorial] [code]

Other Publications

• Kun Fang, Ziyu Wang, Gus Xia, and Ichiro Fujinaga, Exploring GPT's Ability as a Judge in Music Understanding, in Proceedings of the 25th International Society for Music Information Retrieval Conference (ISMIR), 2024. [code]

• Jingwei Zhao, Gus Xia, Ziyu Wang, and Ye Wang, Structured Multi-Track Accompaniment Arrangement via Style Prior Modelling, in 38th Conference on Neural Information Processing Systems (NeurIPS), 2024. [demo] [code]

• Ruibin Yuan, et al., including Ziyu Wang, ChatMusician: Understanding and Generating Music Intrinsically with LLM, in Findings of the Association for Computational Linguistics (ACL), 2024. [demo] [code]

• Yinghao Ma, et al., including Ziyu Wang, Foundation Models for Music: A Survey, in arXiv preprint, arXiv:2408.14340v2 [cs.SD], 2024.

• Shiqi Wei, Ziyu Wang, Weiguo Gao, and Gus Xia, Controllable Music Inpainting With Mixed-level and Disentangled Representation, in Proceedings of 48th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023. [demo] [code]

• Yan Qu*, Yutian Qin*, Lecheng Chao, Hangkai, Qian, Ziyu Wang, and Gus Xia, Modeling Perceptual Loudness of Piano Tone: Theory and Applications, in Proceedings of the 23rd International Society for Music Information Retrieval Conference (ISMIR), 2022. [code]

• Yixiao Zhang, Ziyu Wang, Dingsu Wang, and Gus Xia, BUTTER: A Representation Learning Framework for Bi-directional Music-Sentence Retrieval and Generation, in Proceedings of the 1st Workshop on NLP for Music and Audio (NLP4MusA), 2020. [code]

• Maoran Xu, Ziyu Wang, and Gus Xia, Transferring Piano Performance Control Across Environments, in Proceedings of the 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019.

• Ziyu Wang and Gus Xia, A Framework for Automated Pop-song Melody Generation and Piano Accompaniment Arrangement, in Proceedings of the 20st International Society for Music Information Retrieval Conference (ISMIR), 2019.