Hamza Fawzi

Orcid: 0000-0001-6026-4102

According to our database1, Hamza Fawzi authored at least 34 papers between 2011 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Sum-of-Squares Proofs of Logarithmic Sobolev Inequalities on Finite Markov Chains.
IEEE Trans. Inf. Theory, February, 2024

2023
Optimal Self-Concordant Barriers for Quantum Relative Entropies.
SIAM J. Optim., December, 2023

A subpolynomial-time algorithm for the free energy of one-dimensional quantum systems in the thermodynamic limit.
Quantum, May, 2023

Efficient Computation of the Quantum Rate-Distortion Function.
CoRR, 2023

A Mirror Descent Perspective on Classical and Quantum Blahut-Arimoto Algorithms.
CoRR, 2023

Rational approximations of operator monotone and operator convex functions.
CoRR, 2023

A Bregman Divergence View on the Difference-of-Convex Algorithm.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022
Lifting for Simplicity: Concise Descriptions of Convex Sets.
SIAM Rev., 2022

Strong Data Processing Inequalities via Sums of Squares.
Proceedings of the IEEE International Symposium on Information Theory, 2022

Local Linear Convergence of Douglas-Rachford for Linear Programming: a Probabilistic Analysis.
Proceedings of the International Conference on Machine Learning, 2022

2021
Defining quantum divergences via convex optimization.
Quantum, 2021

The sum-of-squares hierarchy on the sphere and applications in quantum information theory.
Math. Program., 2021

On Polyhedral Approximations of the Positive Semidefinite Cone.
Math. Oper. Res., 2021

Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2019
On representing the positive semidefinite cone using the second-order cone.
Math. Program., 2019

Semidefinite Approximations of the Matrix Logarithm.
Found. Comput. Math., 2019

Geometric Rényi Divergence and its Applications in Quantum Channel Capacities.
CoRR, 2019

Learning dynamic polynomial proofs.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

AnySOS: An anytime algorithm for SOS programming.
Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018
A Lower Bound on the Positive Semidefinite Rank of Convex Bodies.
SIAM J. Appl. Algebra Geom., 2018

Adversarial vulnerability for any classifier.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017
Equivariant Semidefinite Lifts of Regular Polygons.
Math. Oper. Res., 2017

2016
Power and limitations of convex formulations via linear and semidefinite programming lifts.
PhD thesis, 2016

Rational and real positive semidefinite rank can be different.
Oper. Res. Lett., 2016

Sparse sums of squares on finite abelian groups and improved semidefinite lifts.
Math. Program., 2016

Self-scaled bounds for atomic cone ranks: applications to nonnegative rank and cp-rank.
Math. Program., 2016

2015
Equivariant Semidefinite Lifts and Sum-of-Squares Hierarchies.
SIAM J. Optim., 2015

Lower bounds on nonnegative rank via nonnegative nuclear norms.
Math. Program., 2015

Positive semidefinite rank.
Math. Program., 2015

Sparse sum-of-squares certificates on finite abelian groups.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

2014
Secure Estimation and Control for Cyber-Physical Systems Under Adversarial Attacks.
IEEE Trans. Autom. Control., 2014

2013
Exponential lower bounds on fixed-size psd rank and semidefinite extension complexity.
CoRR, 2013

2012
Security for control systems under sensor and actuator attacks.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012

2011
Secure state-estimation for dynamical systems under active adversaries.
Proceedings of the 49th Annual Allerton Conference on Communication, 2011


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