Concepedia

Ioannis Panageas

IP

16

Publications

567

Citations

13

H-Index

2014

Active since

Affiliations

Singapore University of Technology and Design(Current)

Georgia Institute of Technology

Massachusetts Institute of Technology

Ioannis Panageas is an author at Singapore University of Technology and Design specializing in engineering, computer science, and game theory.

Top concepts

EngineeringComputer ScienceGame TheoryBusinessConvex OptimizationApproximation TheoryGamesMachine LearningMechanism DesignNumerical Analysis

Publications per year

2014–2021

16

Publications

16

First-order methods almost always avoid strict saddle points

Jason D. Lee, Ioannis Panageas, Georgios Piliouras et al. · Mathematical Programming · 2019 · 140 citations

Numerical Analysis, Engineering, Pde-constrained Optimization +4

First-order Methods Almost Always Avoid Saddle Points

Jason D. Lee, Ioannis Panageas, Georgios Piliouras et al. · arXiv (Cornell University) · 2017 · 76 citations · Full text

Numerical Analysis, Gradient Descent, Engineering +11

Multiplicative Weights Update with Constant Step-Size in Congestion Games: Convergence, Limit Cycles and Chaos

Gerasimos Palaiopanos, Ioannis Panageas, Georgios Piliouras · arXiv (Cornell University) · 2017 · 60 citations · Full text

Gradient Descent Only Converges to Minimizers: Non-Isolated Critical Points and Invariant Regions

Ioannis Panageas, Georgios Piliouras · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2017 · 52 citations · Full text

Numerical Analysis, Mathematical Programming, Non-isolated Critical Points +15

Gradient Descent Only Converges to Minimizers: Non-Isolated Critical Points and Invariant Regions

Ioannis Panageas, Georgios Piliouras · arXiv (Cornell University) · 2016 · 43 citations · Full text

Numerical Analysis, Non-isolated Critical Points, Nondifferentiable Optimization +14

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