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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 33 篇作者统计合作学者相似作者
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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
Daniel Y. Fu,Simran Arora, Jessica Grogan,Isys Johnson,Sabri Eyuboglu,Armin W. Thomas, Benjamin Spector,Michael Poli,Atri Rudra,Christopher Ré
Stefano Massaroli,Michael Poli,Daniel Y. Fu, Hermann Kumbong,Rom N. Parnichkun, Aman Timalsina,David W. Romero,Quinn McIntyre,Beidi Chen,Atri Rudra,Ce Zhang,Christopher Re,
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