Sivan is a Ph.D. student in NYU's Music and Audio Research Lab (MARL) advised by Prof. Juan Bello. Currently, her research interests lie in multi-modal deep learning, machine listening, and MIR. Before joining MARL, she was an acoustic mapping intern at Dolby, where she worked with the sound technology group on spatial audio and sound source localization. She was a research intern at the Audio Information Research\ lab at the University of Rochester, working on anti-spoofing with Prof. Zhiyao Duan. She was also a research intern at MARL working on embodied machine listening with Prof. Juan Bello. Sivan holds a M.S. in Data Science from Columbia University (2022), and a B.E. in Energy Engineering from Wuhan University (2021)."