Hamza Fawzi
- Adversarial vulnerability for any classifier
2018/02/23 by Alhussein Fawzi, Hamza Fawzi, Fawzi, Alhussein +3 · 16 citations
Computer Science · #Adversarial Robustness in Machine Learning #Generative Adversarial Networks and Image Synthesis #Anomaly Detection Techniques and Applications
- Certified algorithms for equilibrium states of local quantum Hamiltonians
2023/11/30 by Hamza Fawzi, Omar Fawzi, Fawzi, Hamza +3 · 15 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #FOS: Physical sciences #Markov Chains and Monte Carlo Methods #Mathematical Physics (math-ph) #Quantum Physics (quant-ph) #Receptor Mechanisms and Signaling #Statistical Mechanics (cond-mat.stat-mech)
- The set of separable states has no finite semidefinite representation\n except in dimension 3\× 2
2019/05/04 by Hamza Fawzi, Fawzi, Hamza · 6 citations
Computer Science · #Complexity and Algorithms in Graphs #FOS: Mathematics #FOS: Physical sciences #Machine Learning and Algorithms #Optimization and Control (math.OC) #Quantum Physics (quant-ph) #semigroups and automata theory
- On representing the positive semidefinite cone using the second-order\n cone
2016/10/16 by Hamza Fawzi, Fawzi, Hamza · 3 citations
Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Mathematical Inequalities and Applications #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
- Optimal self-concordant barriers for quantum relative entropies
2022/05/09 by Hamza Fawzi, James Saunderson, Fawzi, Hamza +1 · 2 citations
Mathematics · Physics and Astronomy · #FOS: Mathematics #FOS: Physical sciences #Mathematical Inequalities and Applications #Optimization and Control (math.OC) #Quantum Physics (quant-ph) #Statistical Mechanics and Entropy
- Exponential lower bounds on fixed-size psd rank and semidefinite extension complexity
2013/11/11 by Hamza Fawzi, Fawzi, Hamza, Pablo A. Parrilo +1 · 1 citation
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Combinatorics (math.CO) #Complexity and Algorithms in Graphs #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
- Learning dynamic polynomial proofs
2019/06/04 by Alhussein Fawzi, Fawzi, Alhussein, Mateusz Malinowski +5 · 1 citation
Computer Science · #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Mathematics #Formal Methods in Verification #Logic, programming, and type systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Polynomial and algebraic computation
- Sum-of-Squares proofs of logarithmic Sobolev inequalities on finite Markov chains
2021/01/13 by Oisín Faust, Hamza Fawzi, Faust, Oisín +1 · 1 citation
Computer Science · Engineering · #Complexity and Algorithms in Graphs #FOS: Mathematics #Optimization and Control (math.OC) #Probability (math.PR) #Reliability and Maintenance Optimization
- QICS: Quantum Information Conic Solver
2024/10/23 by Kerry He, James Saunderson, He, Kerry +3 · 2 citations
Computer Science · #FOS: Mathematics #FOS: Physical sciences #Optimization and Control (math.OC) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Operator convexity along lines, self-concordance, and sandwiched Rényi entropies
2025/02/08 by Kerry He, He, Kerry, James Saunderson +3 · 1 citation
Mathematics · #Approximation Theory and Sequence Spaces #FOS: Mathematics #FOS: Physical sciences #Mathematical Inequalities and Applications #Numerical methods in inverse problems #Optimization and Control (math.OC) #Quantum Physics (quant-ph)