基本信息
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职业迁徙
个人简介
My research has involved analyzing neural networks via geometry in parameter space, investigating how neural networks interact with data manifolds, and designing neural network architectures that can better leverage data-specific geometry such as 3D meshes. Towards applications, I am predominantly concerned with generative AI, adversarial robustness, as well as trust in AI more broadly. Concerning my works, I have a conference paper that appeared at NeurIPS, as well as several workshop papers at other AI conferences.
As a researcher in industry, I have programming experience in Python, MATLAB, C++, and Java. Additionally, I am experienced in using machine learning python libraries such as PyTorch and computer vision libraries such as OpenCV. Beyond running pretrained networks, I have built custom convolution functions and custom network layers for my research.
My path to computer vision and machine learning started with my internship at the Jaffe Lab for Underwater Imaging at UCSD as an undergraduate in 2015. My interest in research was fueled by my PhD advisor at Rensselaer Polytechnic Institute, Rongjie Lai, and my mentor at IBM AI Research, Payel Das.
My honors include receiving the NSF GRFP honorable mention in Spring 2018. From Spring 2019 through Spring 2021, I was an IBM AI Horizons scholar. Additionally, I enjoyed my time as a senior fellow and visiting graduate researcher at the Institute for Pure and Applied Mathematics (IPAM) for its Spring 2019 program.
As a researcher in industry, I have programming experience in Python, MATLAB, C++, and Java. Additionally, I am experienced in using machine learning python libraries such as PyTorch and computer vision libraries such as OpenCV. Beyond running pretrained networks, I have built custom convolution functions and custom network layers for my research.
My path to computer vision and machine learning started with my internship at the Jaffe Lab for Underwater Imaging at UCSD as an undergraduate in 2015. My interest in research was fueled by my PhD advisor at Rensselaer Polytechnic Institute, Rongjie Lai, and my mentor at IBM AI Research, Payel Das.
My honors include receiving the NSF GRFP honorable mention in Spring 2018. From Spring 2019 through Spring 2021, I was an IBM AI Horizons scholar. Additionally, I enjoyed my time as a senior fellow and visiting graduate researcher at the Institute for Pure and Applied Mathematics (IPAM) for its Spring 2019 program.
研究兴趣
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arxiv(2023)
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user-5f8411ab4c775e9685ff56d3(2021)
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