Portal del Investigador
Cristóbal Guzmán Paredes
Assistant Professor
Pontificia Universidad Católica de Chile
Santiago, Chile
Data Privacy; Convex Optimization; Analysis of Algorithms; Machine Learning
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Algorithms, Combinatorics and Optimization, GEORGIA INSTITUTE OF TECHNOLOGY. Estados Unidos, 2015
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Ingeniero Civil Matemático, UNIVERSIDAD DE CHILE. Chile, 2010
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Assistant Professor Full Time
PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE
Mathematics and Engineering
Santiago, Chile
2016 - At present
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Visiting Professor Full Time
CENTRUM WISKUNDE & INFORMATICA
Amsterdam, Holanda
2017 - 2017
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Postdoctoral Researcher Full Time
CENTRUM WISKUNDE & INFORMATICA
Amsterdam, Holanda
2015 - 2016
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Postdoctoral Researcher Full Time
Universidad de Chile, Industrial Engineering Department
Santiago, Chile
2015 - 2015
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Lecturer: Engineering Optimization Part Time
Georgia Institute of Technology, School of Industrial and Systems Engineering
Atlanta, GA, Estados Unidos
2015 - 2015
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Research Intern Full Time
IBM, Almaden Research Center
San José, CA, Estados Unidos
2014 - 2014
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Research Assistant Part Time
TU Delft, Institute of Applied Mathematics
Delft, Holanda
2012 - 2012
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Postdoctoral Researcher Full Time
Centrum Wiskunde & Informatica
Amsterdam, Holanda
2015 - 2016
Ph. D. Students:
[2021-2024] Clément Lezane, Non-Euclidean Stochastic Convex Optimization,
Ph.D. Applied Mathematics, University of Twente (in course)
M.Sc. Students:
[2021-2022] Tomás González, The Complexity of Differentially Private Stationary Points in Stochastic Nonconvex Optimization,
M.Sc. Engineering Universidad Católica (in course)
[2021-2022] Giorgio Micali, Membership Inference Attacks and Synthetic Data Generation with Differential Privacy,
M.Sc. Applied Mathematics, University of Twente
[2019-2022] Juan Pablo Flores, Stability and Privacy in Non-Euclidean Stochastic Optimization Methods,
M.Sc. Mathematics Universidad Católica (in course).
[2019-2020] Santiago Armstrong, Reconstructing Latent Filamentary Structure from Pairwise Correlations,
M.Sc. Engineering, Universidad Católica.
[2019-2021] Patricio Ulloa, Stability and Generalization of Stochastic Gradient Descent, with Applications in Differentially Private Data Analysis,
M.Sc. Engineering, Universidad Católica.
[2018-2020] Javiera Riffo, Dynamic Stackelberg Inspection Games,
M.Sc. Engineering, Universidad Católica.
Industry Projects:
1. Director: Exploratory Data Analysis of the Production Process at Rosario Plant (with Agrosuper), 2018-2019
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Best Teaching Assistant
UNIVERSIDAD DE CHILE
Chile, 2008
Awarded to the TA with highest scores in student teaching evaluations
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NIPS 2018 Top Reviewer
Neural Information Processing Systems Foundation
Canada, 2018
Free registration to the Neural Information Processing Systems conference, awarded to the top 200 best reviewers (as scored by Area Chairs).
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Simons Research Visitor
Simons Institute for the Theory of Computing
Estados Unidos, 2019
Research Visitor Scholarship for a long-term participation on the "Data Privacy: Foundations and Applications" Spring 2019 Semester.
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NeurIPS Top Reviewer
Neural Information Processing Systems
Canada, 2019
Free registration for the NeurIPS 2019 conference, awarded to the top 400 reviewers
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NeurIPS spotlight paper
Neural Information Processing Systems
Estados Unidos, 2020
Distinction given to the top 3% papers accepted at the conference. These papers are allowed to give a 10 minutes presentation of the paper, additionally to the publication in the conference proceedings and a poster presentation.
Algorithmic Stability and Differential Privacy in Optimization, Machine Learning and Market Equilibria |
First-Order Accelerated Methods in optimization and machine learning (FOAM) |
Millenium Nucleus Center for the Discovery of Structures in Complex Data |
EXPANDING THE SCOPE OF FIRST-ORDER METHODS IN OPTIMIZATION, LEARNING AND BEYOND |
Limits of Linear Programming |
Design of Efficient Saddle Point Algorithms for Large-scale/Complex Geometry Convex Optimization |
ADAPTIVE DYNAMICS AND EQUILIBRIUM IN NETWORK FLOW GAMES |
Cristóbal Guzmán
Assistant Professor
Mathematical Engineering
Pontificia Universidad Católica de Chile
Santiago, Chile
