Singing with AI Bibliography

Chen, Z. (2024). Composing music under certain conditions based on neural network. Applied and Computational Engineering, 64, 186–192. https://doi.org/10.54254/2755-2721/64/20241425

Cho, Y.-P., Yang, F.-R., Chang, Y.-C., Cheng, C.-T., Wang, X.-H., & Liu, Y.-W. (2021). A survey on recent deep learning-driven singing voice synthesis systems. 2021 IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR), 319–323. https://doi.org/10.1109/AIVR52153.2021.00067

Dallas, L., & Morreale, F. (2023). Effects of added vocals and human production to AI-composed music on listener’s appreciation. In Proceedings of the 2020 Joint Conference on AI Music Creativity. https://boblsturm.github.io/aimusic2020/papers/CSMC__MuMe_2020_paper_23.pdf

Ecaterina Gîrbu. (n.d.). Experimental perspectives on artificial intelligence in music composition. Editura ARTES. https://www.ceeol.com/search/article-detail?id=1275817

Fernando, P., Mahanama, T. V., & Wickramasinghe, M. (2024). Assessment of human emotional responses to AI–composed music: A systematic literature review. 2024 International Research Conference on Smart Computing and Systems Engineering (SCSE), 1–6. https://doi.org/10.1109/SCSE61872.2024.10550861

Gai, M. (2025). Implementation of an innovative approach to vocal training in college: The case of artificial intelligence technologies NSynth, Sing Like Me, and Flow Machines. Asia-Pacific Education Researcher. https://doi.org/10.1007/s40299-025-01003-y

Gruda, J. (2024). Three ways ChatGPT helps me in my academic writing. Nature. https://doi.org/10.1038/d41586-024-01042-3

Lee, K., Hitt, G., Terada, E., & Lee, J. H. (2022). Ethics of singing voice synthesis: Perceptions of users and developers. In Proceedings of the International Society for Music Information Retrieval (ISMIR), 733–740. https://archives.ismir.net/ismir2022/paper/000088.pdf

Resna, S., & Rajan, R. (2023). Multi-voice singing synthesis from lyrics. Circuits, Systems, and Signal Processing, 42, 307–321. https://doi.org/10.1007/s00034-022-02122-3

Rolling Stone. (2024). Suno is like ChatGPT for music—and it really works. https://www.rollingstone.com/music/music-features/suno-ai-chatgpt-for-music-1234982307/

Suno. (2024). Suno partners with Audible Magic. https://suno.com/blog/suno-partners-with-audible-magic

Synthesizer V. (n.d.). Phonemes. https://manual.synthv.info/phonemes/#__tabbed_1_2

TED. (n.d.). Pierre Barreau. https://www.ted.com/speakers/pierre_barreau

University of Arizona Libraries. (n.d.). Using ChatGPT & other AI tools as a student. https://libguides.library.arizona.edu/students-chatgpt/use#s-lg-box-wrapper-36466903

Zhang, Y. (2025). Increasing emotional perception in academic singing during vocal performance: The use of AI solutions. International Journal of Human–Computer Interaction, 1–9. https://doi.org/10.1080/10447318.2025.2452213

Yin, L., & Guo, R. (2025). An artificial intelligence-based interactive learning environment for music education in China: Traditional Chinese music and its contemporary development as a way to increase cultural capital. Eur J Educ, 60: e12858. https://doi.org/10.1111/ejed.12858