Hamza Fawzi

ORCID

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 33

Top Venues

Massachusetts Institute of Technology, Cambridge, USA (PHD)

Education History

Massachusetts Institute of Technology, Cambridge, USA

PHD

Publications

Kerry He, James Saunderson, Hamza Fawzi
A Bregman Proximal Perspective on Classical and Quantum Blahut-Arimoto Algorithms. IEEE Trans. Inf. Theory 70 (8) (2024)
Oisin Faust, Hamza Fawzi
Sum-of-Squares Proofs of Logarithmic Sobolev Inequalities on Finite Markov Chains. IEEE Trans. Inf. Theory 70 (2) (2024)
Kerry He, James Saunderson, Hamza Fawzi
Exploiting Structure in Quantum Relative Entropy Programs. CoRR (2024)
Kerry He, James Saunderson, Hamza Fawzi
A Mirror Descent Perspective on Classical and Quantum Blahut-Arimoto Algorithms. CoRR (2023)
Hamza Fawzi, Omar Fawzi, Samuel O. Scalet
A Subpolynomial-Time Algorithm for the Free Energy of One-Dimensional Quantum Systems in the Thermodynamic Limit. ITCS (2023)
Oisin Faust, Hamza Fawzi
Rational approximations of operator monotone and operator convex functions. CoRR (2023)
Hamza Fawzi, James Saunderson
Optimal Self-Concordant Barriers for Quantum Relative Entropies. SIAM J. Optim. 33 (4) (2023)
Hamza Fawzi, Omar Fawzi, Samuel O. Scalet
A subpolynomial-time algorithm for the free energy of one-dimensional quantum systems in the thermodynamic limit. Quantum 7 (2023)
Kerry He, James Saunderson, Hamza Fawzi
Efficient Computation of the Quantum Rate-Distortion Function. CoRR (2023)
Oisin Faust, Hamza Fawzi, James Saunderson
A Bregman Divergence View on the Difference-of-Convex Algorithm. AISTATS (2023)
Hamza Fawzi, João Gouveia, Pablo A. Parrilo, James Saunderson, Rekha R. Thomas
Lifting for Simplicity: Concise Descriptions of Convex Sets. SIAM Rev. 64 (4) (2022)
Oisin Faust, Hamza Fawzi
Local Linear Convergence of Douglas-Rachford for Linear Programming: a Probabilistic Analysis. ICML (2022)
Oisin Faust, Hamza Fawzi
Strong Data Processing Inequalities via Sums of Squares. ISIT (2022)
Hamza Fawzi
On Polyhedral Approximations of the Positive Semidefinite Cone. Math. Oper. Res. 46 (4) (2021)
Hamza Fawzi, Harry Goulbourne
Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods. NeurIPS (2021)
Kun Fang, Hamza Fawzi
The sum-of-squares hierarchy on the sphere and applications in quantum information theory. Math. Program. 190 (1) (2021)
Hamza Fawzi, Omar Fawzi
Defining quantum divergences via convex optimization. Quantum 5 (2021)
Kun Fang, Hamza Fawzi
Geometric Rényi Divergence and its Applications in Quantum Channel Capacities. CoRR (2019)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Semidefinite Approximations of the Matrix Logarithm. Found. Comput. Math. 19 (2) (2019)
Kun Fang, Hamza Fawzi
The sum-of-squares hierarchy on the sphere, and applications in quantum information theory. CoRR (2019)
Alhussein Fawzi, Mateusz Malinowski, Hamza Fawzi, Omar Fawzi
Learning dynamic polynomial proofs. CoRR (2019)
Derek Driggs, Hamza Fawzi
AnySOS: An anytime algorithm for SOS programming. CDC (2019)
Alhussein Fawzi, Mateusz Malinowski, Hamza Fawzi, Omar Fawzi
Learning dynamic polynomial proofs. NeurIPS (2019)
Hamza Fawzi
On representing the positive semidefinite cone using the second-order cone. Math. Program. 175 (1-2) (2019)
Hamza Fawzi
On polyhedral approximations of the positive semidefinite cone. CoRR (2018)
Hamza Fawzi, Mohab Safey El Din
A Lower Bound on the Positive Semidefinite Rank of Convex Bodies. SIAM J. Appl. Algebra Geom. 2 (1) (2018)
Alhussein Fawzi, Hamza Fawzi, Omar Fawzi
Adversarial vulnerability for any classifier. CoRR (2018)
Alhussein Fawzi, Hamza Fawzi, Omar Fawzi
Adversarial vulnerability for any classifier. NeurIPS (2018)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Equivariant Semidefinite Lifts of Regular Polygons. Math. Oper. Res. 42 (2) (2017)
Hamza Fawzi, Mohab Safey El Din
A lower bound on the positive semidefinite rank of convex bodies. CoRR (2017)
Hamza Fawzi, Pablo A. Parrilo
Self-scaled bounds for atomic cone ranks: applications to nonnegative rank and cp-rank. Math. Program. 158 (1-2) (2016)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Sparse sums of squares on finite abelian groups and improved semidefinite lifts. Math. Program. 160 (1-2) (2016)
Hamza Fawzi, João Gouveia, Richard Z. Robinson
Rational and real positive semidefinite rank can be different. Oper. Res. Lett. 44 (1) (2016)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Equivariant Semidefinite Lifts and Sum-of-Squares Hierarchies. SIAM J. Optim. 25 (4) (2015)
Hamza Fawzi, Pablo A. Parrilo
Lower bounds on nonnegative rank via nonnegative nuclear norms. Math. Program. 153 (1) (2015)
Hamza Fawzi, João Gouveia, Pablo A. Parrilo, Richard Z. Robinson, Rekha R. Thomas
Positive semidefinite rank. Math. Program. 153 (1) (2015)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Sparse sum-of-squares certificates on finite abelian groups. CDC (2015)
Hamza Fawzi, James Saunderson, Pablo A. Parrilo
Equivariant semidefinite lifts of regular polygons. CoRR (2014)
Hamza Fawzi, João Gouveia, Pablo A. Parrilo, Richard Z. Robinson, Rekha R. Thomas
Positive semidefinite rank. CoRR (2014)
Hamza Fawzi, Paulo Tabuada, Suhas N. Diggavi
Secure Estimation and Control for Cyber-Physical Systems Under Adversarial Attacks. IEEE Trans. Autom. Control. 59 (6) (2014)
Hamza Fawzi, Pablo A. Parrilo
Exponential lower bounds on fixed-size psd rank and semidefinite extension complexity. CoRR (2013)
Hamza Fawzi, Paulo Tabuada, Suhas N. Diggavi
Secure estimation and control for cyber-physical systems under adversarial attacks CoRR (2012)
Hamza Fawzi, Paulo Tabuada, Suhas N. Diggavi
Security for control systems under sensor and actuator attacks. CDC (2012)
Hamza Fawzi, Paulo Tabuada, Suhas N. Diggavi
Secure state-estimation for dynamical systems under active adversaries. Allerton (2011)

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Publication Activity (10 Years)

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Hamza Fawzi