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Research:
My research revolves around the interplay between deep learning, signal processing and dynamical systems. I am broadly interested in novel deep learning methods and their application to science and engineering. I am an early contributor to the theory and practice of neural differential equations, neural operators and deep state space models. I cofounded and colead DiffeqML, a research group spanning multiple institutions (Stanford, MILA, KAIST) dedicated to deep learning and dynamical systems. Our efforts include Torchdyn, the most advanced PyTorch library for neural differential equations, and DL4DYN, a suite of datasets designed to benchmark neural operators.
My research revolves around the interplay between deep learning, signal processing and dynamical systems. I am broadly interested in novel deep learning methods and their application to science and engineering. I am an early contributor to the theory and practice of neural differential equations, neural operators and deep state space models. I cofounded and colead DiffeqML, a research group spanning multiple institutions (Stanford, MILA, KAIST) dedicated to deep learning and dynamical systems. Our efforts include Torchdyn, the most advanced PyTorch library for neural differential equations, and DL4DYN, a suite of datasets designed to benchmark neural operators.
研究兴趣
论文共 35 篇作者统计合作学者相似作者
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Michael Poli,Armin W Thomas,Eric Nguyen, Pragaash Ponnusamy, Björn Deiseroth,Kristian Kersting, Taiji Suzuki, Brian Hie, Stefano Ermon,Christopher Ré,Ce Zhang,Stefano Massaroli
CoRR (2024)
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Rom N. Parnichkun,Stefano Massaroli,Alessandro Moro, Jimmy T. H. Smith,Ramin Hasani,Mathias Lechner, Qi An, Christopher Ré,Hajime Asama,Stefano Ermon, Taiji Suzuki,Atsushi Yamashita,
arxiv(2024)
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Eric Nguyen,Michael Poli, Marjan Faizi,Armin Thomas,Callum Birch-Sykes, Michael Wornow,Aman Patel,Clayton Rabideau,Stefano Massaroli,Yoshua Bengio,Stefano Ermon, Stephen A Baccus,
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CoRR (2023): 10223-10234
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Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment (2023): 168719-168719
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