Publications
Peer-Reviewed Publications
Mischler, Gavin, Yinghao Aaron Li, Stephan Bickel, Ashesh D. Mehta, and Nima Mesgarani. “Contextual feature extraction hierarchies converge in large language models and the brain.” Nature Machine Intelligence (2024). (Paper)
Leonard, Matthew K., Laura Gwilliams, Kristin K. Sellers, Jason E. Chung, Duo Xu, Gavin Mischler, Nima Mesgarani, Marleen Welkenhuysen, Barundeb Dutta, and Edward F. Chang. “Large-scale single-neuron speech sound encoding across the depth of human cortex.” Nature 626, no. 7999 (2024): 593-602. (Paper)
Li, Yinghao Aaron, Cong Han, Vinay Raghavan, Gavin Mischler, and Nima Mesgarani. “Styletts 2: Towards human-level text-to-speech through style diffusion and adversarial training with large speech language models.” Advances in Neural Information Processing Systems 36 (2024). (Paper)
Mischler, Gavin, Vinay Raghavan, Menoua Keshishian, and Nima Mesgarani. “naplib-python: Neural acoustic data processing and analysis tools in python.” Software Impacts, 17 (2023) 100541. (Paper) (Code)
Mischler, Gavin, Menoua Keshishian, Stephan Bickel, Ashesh D. Mehta, and Nima Mesgarani. “Deep neural networks effectively model neural adaptation to changing background noise and suggest nonlinear noise filtering methods in auditory cortex.” NeuroImage (2022): 119819. (Paper)
Perry, Ronan, Gavin Mischler, Richard Guo, Theodore Lee, Alexander Chang, Arman Koul, Cameron Franz, Hugo Richard, Iain Carmichael, Pierre Ablin, Alexandre Gramfort, and Joshua T. Vogelstein. “mvlearn: Multiview Machine Learning in Python.” Journal of Machine Learning Research 22, no. 109 (2021): 1-7. (Paper) (Code)
Zobeiri, Omid A., Gavin M. Mischler, Susan A. King, Richard F. Lewis, and Kathleen E. Cullen. “Effects of vestibular neurectomy and neural compensation on head movements in patients undergoing vestibular schwannoma resection.” Scientific reports 11, no. 1 (2021): 1-14. (Paper)
Béjar, Benjamín, and Gavin Mischler. “A finite rate of innovation approach for the estimation of a stream of decaying exponentials.” In 2020 54th Asilomar Conference on Signals, Systems, and Computers, pp. 1497-1501. IEEE, 2020. (Paper) (Code)
Hu, Katherine, Maya M. Lapinski, Gavin Mischler, Robert H. Allen, Amir Manbachi, and Rachel Chan Seay. “Improved Treatment of Postpartum Hemorrhage: Design, Development, and Bench-Top Validation of a Reusable Intrauterine Tamponade Device for Low-Resource Settings.” Journal of Medical Devices 14, no. 1 (2020). (Paper)
Talks, Conference Posters, and Presentations
Yinghao Aaron Li, Gavin Mischler, Stephan Bickel, Ashesh D. Mehta, and Nima Mesgarani. The impact of musical expertise on disentangled and contextual neural encoding of music revealed by generative music models Podium talk at Association for Research in Otolaryngology Midwinter Meeting, Orlando, 2025.
Gavin Mischler, Menoua Keshishian, Stephan Bickel, Ashesh D. Mehta, and Nima Mesgarani. Modeling non-linear dynamics of auditory cortical adaptation to changing background noise with deep neural networks. Neuroscience, San Diego, 2022.
Omid Zobeiri, Gavin Mischler, Susan King, Richard Lewis, Kathleen Cullen. Identification of Vestibular Impairment in Schwannoma Patients Relative to Healthy Controls Requires Testing During More Challenging Gait Tests. Association for Research in Otolaryngology Midwinter Meeting, Baltimore, 2019.
Aseem Jain, Sanjay Elangovan, Gavin Mischler, Taha Baig, Darian Low, Hadley VanRenterghem, Siya Zhang, Keilani Caruso, Gianluca Silva Croso, John Carey, Francis Creighton. A Bone Conducting Distortion Product Otoacoustic Emissions (DPOE) System for Newborn Hearing Screening in Low Resource Settings. Association for Research in Otolaryngology Midwinter Meeting, Baltimore, 2019.
Gavin Mischler, Omid Zobeiri, Susan King, Richard Lewis, Kathleen Cullen. Head Movement During Functional Gait Assessment Predicts Clinical Measures in Vestibular Patients. Barany Society Meeting, Uppsala, 2018.
Omid Zobeiri, Gavin Mischler, Susan King, Richard Lewis, Kathleen Cullen. Identification of vestibular impairment in schwannoma patients relative to healthy controls requires testing during more challenging gait tests, while vestibular loss following surgery alters standard gait. Neuroscience, San Diego, 2018.