Sergio Charles

I am a recent graduate of Stanford University, where I studied mathematics and computer science, with a concentration in artificial intelligence and machine learning. I will be returning to complete my Masters in statistics. I have also done research in pure mathematics, reinforcement learning and natural language processing.

I am excited about the opportunity to leverage machine learning approaches to solve dynamic, real-world problems in technology. In my opinion, the most compelling realization of artificial intelligence is with everyday digiital assistants. My goal is to create end-to-end digital agents that can few-shot learn and rapidly generalize to a distribution of unseen tasks.

latest posts

Mar 13, 2024	Large World Models + Search

selected publications

2021

Loss Agnostic and Model Agnostic Meta Neural Architecture Search for Few-Shot Learning

Gil Kornberg Sergio Charles

CS229, 2021

Bib HTML

@article{sergio_metalearning,
  title = {Loss Agnostic and Model Agnostic Meta Neural Architecture Search for Few-Shot Learning},
  author = {Sergio Charles, Gordon Chi, Gil Kornberg},
  journal = {CS229},
  year = {2021},
  publisher = {Stanford},
}

Variable Quantization Noise for Neural Network Compression

Lyron Co Ting Keh Sergio Charles

CS224N, 2021

Bib HTML

@article{sergio_nlp,
  title = {Variable Quantization Noise for Neural Network Compression},
  author = {Sergio Charles, William Ellsworth, Lyron Co Ting Keh},
  journal = {CS224N},
  year = {2021},
  publisher = {Stanford},
}

2019

The Existence of Infinitely Many Geometrically Distinct Non-Constant Prime Closed Geodesics on Riemannian Manifolds

Sergio Charles

math.DG, 2019

Bib HTML

@article{sergio_geodesics,
  title = {The Existence of Infinitely Many Geometrically Distinct Non-Constant Prime Closed Geodesics on Riemannian Manifolds},
  author = {Charles, Sergio},
  journal = {math.DG},
  year = {2019},
  publisher = {Arxiv},
}

2018

On the Time Evolution of Ricci Scalar Curvature in the Late Epoch for a Λ-CDM-Parameterized Universe

Sergio Charles

phys, 2018

Bib HTML

@article{sergio_gr,
  title = {On the Time Evolution of Ricci Scalar Curvature in the Late Epoch for a {$\Lambda$}-CDM-Parameterized Universe},
  author = {Charles, Sergio},
  journal = {phys},
  year = {2018},
}

2017

On the Algebro-Geometric Analysis of Meromorphic (1,0)-forms

Sergio Charles

math.DG, 2017

Bib HTML