Sergio Charles

Stanford University

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I am pursuing an M.S. in Statistics at Stanford University, with a focus on artificial intelligence and machine learning. I have a B.S. in Mathematics and Computer Science. I have done research in pure mathematics, reinforcement learning and natural language processing. I am particularly interested in geometric and topological deep learning, with application to drug discovery.

latest posts

selected publications

2024

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    Spacetime E(n)-Transformer: Equivariant Attention for Spatio-temporal Graphs
    Sergio Charles
    2024

2021

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    Loss Agnostic and Model Agnostic Meta Neural Architecture Search for Few-Shot Learning
    Gil Kornberg Sergio Charles
    CS229, 2021
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    Variable Quantization Noise for Neural Network Compression
    Lyron Co Ting Keh Sergio Charles
    CS224N, 2021

2019

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    The Existence of Infinitely Many Geometrically Distinct Non-Constant Prime Closed Geodesics on Riemannian Manifolds
    Sergio Charles
    math.DG, 2019

2018

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    On the Time Evolution of Ricci Scalar Curvature in the Late Epoch for a Λ-CDM-Parameterized Universe
    Sergio Charles
    phys, 2018

2017

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    On the Algebro-Geometric Analysis of Meromorphic (1,0)-forms
    Sergio Charles
    math.DG, 2017