Prevailing Research Areas for Music AI in the Era of Foundation Models

Megan Wei, Mateusz Modrzejewski, Aswin Sivaraman, Dorien Herremans; Proceedings of Machine Learning Research, PMLR 303:1-23

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Low-Resource Rhythm Learning of South Asian Beat Structures: Machine Learning Approaches to Nattuvangam

Ankitha Sudarshan, Atharva Vikas Jadhav, Rohini Srihari; Proceedings of Machine Learning Research, PMLR 303:1-17

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Artificial Dancing Intelligence: Neural Cellular Automata for Visual Performance of Music

Carlos Mariano Salcedo, Eran Egozy; Proceedings of Machine Learning Research, PMLR 303:1-14

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The Circle of Fifths as Latent Geometry in Bach’s Well-Tempered Clavier

Najla Sadek, Joseph Bakarji; Proceedings of Machine Learning Research, PMLR 303:1-13

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Silence as Music: Controllable and Interpretable AI for Strategic Silence Placement

Gokul Srinath Seetha Ram; Proceedings of Machine Learning Research, PMLR 303:1-13

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Neural Codec Language Model for Controllable Timbre Transfer in Music Synthesis

Sheldon Liu, Tianyu Liu, Deepak Dalakoti, Adithya Suresh, Yueying Teng, Xuefeng Liu, Atanu Roy, Randeep Bhatia, Daniel Hatadi, Prabhjeet Ghuman; Proceedings of Machine Learning Research, PMLR 303:1-13

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TS-RaMIA: Membership Inference Attacks for Symbolic Music Generation Models

Yuxuan Liu, Rui Sang, Peihong Zhang, Zhixin Li, Kunyang Zhang, Shengyuan He, Ye Li, Kaiyi Xu, Shengchen Li; Proceedings of Machine Learning Research, PMLR 303:1-15

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Encoder-Only Transformers for Melodic Harmonization: Representation Emergence and Inference Strategies

Maximos Kaliakatsos-Papakostas, Dimos Makris, Konstantinos Soiledis, Konstantinos-Theodoros Tsamis; Proceedings of Machine Learning Research, PMLR 303:1-11

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Conditional Vocal Timbral Technique Conversion via Embedding-Guided Dual Attribute Modulation

Ting-Chao Hsu, Yi-Hsuan Yang; Proceedings of Machine Learning Research, PMLR 303:1-14

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A Novel Diffusion Model Based Approach for Sleep Therapeutic Music Generation

Timo Hromadka, Kevin Monteiro, Sam Nallaperuma; Proceedings of Machine Learning Research, PMLR 303:1-15

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Investigating Timbre Representations in CLAP Across Modalities via Perturbations

Devyani Hebbar, Brian McFee; Proceedings of Machine Learning Research, PMLR 303:1-12

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SingingSDS: A Singing-Capable Spoken Dialogue System for Conversational Roleplay Applications

Jionghao Han, Jiatong Shi, Masao Someki, Yuxun Tang, Lan Liu, Yiwen Zhao, Wenhao Feng, Shinji Watanabe; Proceedings of Machine Learning Research, PMLR 303:1-21

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Postscript on the Musics of Control

Yinuo Chen; Proceedings of Machine Learning Research, PMLR 303:1-16

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LLMs can read music, but struggle to hear it. An evaluation of core music perception tasks

Brandon James Carone, Iran R. Roman, Pablo Ripollés; Proceedings of Machine Learning Research, PMLR 303:1-27

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Emerging AI Technologies for Music: Towards Controllable, Collaborative, and Creative Systems

Keshav Bhandari, Abhinaba Roy, Dorien Herremans, Simon Colton; Proceedings of Machine Learning Research, PMLR 303:1-5

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