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Improving Choral Music Separation through Expressive Synthesized Data from Sampled Instruments


Sep 07, 2022
Ke Chen, Hao-Wen Dong, Yi Luo, Julian McAuley, Taylor Berg-Kirkpatrick, Miller Puckette, Shlomo Dubnov

* The 23rd International Society for Music Information Retrieval Conference, 2022 
* Camera Ready for Proceedings of the 23rd International Society for Music Information Retrieval Conference, ISMIR 2022 

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Multitrack Music Transformer: Learning Long-Term Dependencies in Music with Diverse Instruments


Jul 14, 2022
Hao-Wen Dong, Ke Chen, Shlomo Dubnov, Julian McAuley, Taylor Berg-Kirkpatrick


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TONet: Tone-Octave Network for Singing Melody Extraction from Polyphonic Music


Feb 02, 2022
Ke Chen, Shuai Yu, Cheng-i Wang, Wei Li, Taylor Berg-Kirkpatrick, Shlomo Dubnov

* Preprint Version for ICASSP 2022, Singapore 

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HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection


Feb 02, 2022
Ke Chen, Xingjian Du, Bilei Zhu, Zejun Ma, Taylor Berg-Kirkpatrick, Shlomo Dubnov

* Preprint version for ICASSP 2022, Singapore 

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Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data


Jan 12, 2022
Ke Chen, Xingjian Du, Bilei Zhu, Zejun Ma, Taylor Berg-kirkpatrick, Shlomo Dubnov

* 9 pages, 3 figures, 5 tables, preprint version for Association for the Advancement of Artificial Intelligence Conference, AAAI 2022 

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Towards Cross-Cultural Analysis using Music Information Dynamics


Nov 24, 2021
Shlomo Dubnov, Kevin Huang, Cheng-i Wang


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Comparison and Analysis of Deep Audio Embeddings for Music Emotion Recognition


Apr 13, 2021
Eunjeong Koh, Shlomo Dubnov

* AAAI 2021 
* AAAI Workshop on Affective Content Analysis 2021 Camera Ready Version 

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Bias-Free FedGAN


Mar 17, 2021
Vaikkunth Mugunthan, Vignesh Gokul, Lalana Kagal, Shlomo Dubnov


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WaveGuard: Understanding and Mitigating Audio Adversarial Examples


Mar 04, 2021
Shehzeen Hussain, Paarth Neekhara, Shlomo Dubnov, Julian McAuley, Farinaz Koushanfar

* Published as a conference paper at Usenix Security 2021 

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