[*Ben Hayes*](https://benhayes.net/) is a final year PhD student at the Centre for Digital Music’s CDT in Artificial Intelligence and Music, Queen Mary University of London. His research focuses on expanding the capabilities of differentiable digital signal processing by resolving optimisation pathologies caused by symmetry. His work has been accepted to leading conferences in the field, including ISMIR, ICLR, ICASSP, ICA, and the AES Convention, and published in the Journal of the Audio Engineering Society. He has worked as a Research intern at Sony Computer Science Laboratories in Paris and ByteDance's Speech Audio and Music Intelligence team in London. He was also Music Lead at the award-winning generative music startup Jukedeck, and an internationally touring musician signed to R&S Records.
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