Rouzé, Cambyse
- Quantum Differential Privacy: An Information Theory Perspective
2022/02/22 by Christoph Hirche, Cambyse Rouzé, Hirche, Christoph +3 · 15 citations
Computer Science · #Adversarial Robustness in Machine Learning #Physical Unclonable Functions (PUFs) and Hardware Security #Cryptography and Data Security
- Efficient thermalization and universal quantum computing with quantum Gibbs samplers
2024/03/19 by Rouzé, Cambyse, França, Daniel Stilck, Alhambra, Álvaro M. · 22 citations
#FOS: Physical sciences #Mathematical Physics (math-ph) #Quantum Physics (quant-ph)
- Relating relative entropy, optimal transport and Fisher information: a quantum HWI inequality
2017/09/21 by Rouzé, Cambyse, Datta, Nilanjana · 7 citations
#FOS: Mathematics #FOS: Physical sciences #Functional Analysis (math.FA) #Mathematical Physics (math-ph) #Quantum Physics (quant-ph)
- Concentration of quantum states from quantum functional and transportation cost inequalities
2017/04/07 by Rouzé, Cambyse, Datta, Nilanjana · 7 citations
#FOS: Mathematics #FOS: Physical sciences #Functional Analysis (math.FA) #Mathematical Physics (math-ph) #Operator Algebras (math.OA) #Quantum Physics (quant-ph)
- Optimal quantum algorithm for Gibbs state preparation
2024/11/07 by Rouzé, Cambyse, França, Daniel Stilck, Alhambra, Álvaro M. · 25 citations
#FOS: Physical sciences #Mathematical Physics (math-ph) #Quantum Physics (quant-ph) #Statistical Mechanics (cond-mat.stat-mech)
- The modified logarithmic Sobolev inequality for quantum spin systems: classical and commuting nearest neighbour interactions
2020/09/24 by Ángela Capel, Capel, Ángela, Cambyse Rouzé +3 · 8 citations
Computer Science · Mathematics · Physics and Astronomy · #FOS: Physical sciences #Markov Chains and Monte Carlo Methods #Mathematical Physics (math-ph) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Quantum many-body systems
- Hypercontractivity and logarithmic Sobolev Inequality for non-primitive quantum Markov semigroups and estimation of decoherence rates
2018/03/14 by Ivan Bardet, Cambyse Rouzé, Bardet, Ivan +1 · 6 citations
Mathematics · #Advanced Operator Algebra Research #FOS: Mathematics #FOS: Physical sciences #Functional Analysis (math.FA) #Mathematical Physics (math-ph) #Quantum Physics (quant-ph) #Random Matrices and Applications #Spectral Theory in Mathematical Physics
- Rapid thermalization of dissipative many-body dynamics of commuting Hamiltonians
2024/04/25 by Jan Kochanowski, Álvaro M. Alhambra, Kochanowski, Jan +5 · 11 citations
Mathematics · Physics and Astronomy · #Markov Chains and Monte Carlo Methods #Theoretical and Computational Physics #Advanced Thermodynamics and Statistical Mechanics
- Learning and simulating bosonic systems via finite-energy locality
2023/07/27 by Tim Möbus, Andreas Bluhm, Andreas Blühm +8 · 8 citations
Computer Science · #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #math-ph #math.MP #quant-ph
- Information-theoretic generalization bounds for learning from quantum data
2023/11/09 by Tom Gur, Caro, Matthias, Gur, Tom +6 · 6 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Physical sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning and Algorithms #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
- Quantum Gibbs states are locally Markovian
2025/04/03 by Chi-Fang Chen, Cambyse Rouzé, Chen, Chi-Fang +1 · 13 citations
Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics
- Efficient learning of the structure and parameters of local Pauli noise channels
2023/07/06 by Rouzé, Cambyse, França, Daniel Stilck · 4 citations
#FOS: Physical sciences #Quantum Physics (quant-ph)
- Efficient Hamiltonian, structure and trace distance learning of Gaussian states
2024/11/05 by Marco Fanizza, Cambyse Rouzé, Fanizza, Marco +3 · 7 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Spectroscopy and Quantum Chemical Studies
- Quantum Talagrand, KKL and Friedgut's theorems and the learnability of quantum Boolean functions
2022/09/15 by Rouzé, Cambyse, Wirth, Melchior, Zhang, Haonan · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Functional Analysis (math.FA) #Information Theory (cs.IT) #Mathematical Physics (math-ph) #Quantum Physics (quant-ph)
- Learning finitely correlated states: stability of the spectral reconstruction
2023/12/12 by Marco Fanizza, Niklas Galke, Fanizza, Marco +7 · 3 citations
Computer Science · Physics and Astronomy · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum many-body systems
- Quasi-optimal sampling from Gibbs states via non-commutative optimal transport metrics
2024/12/02 by Ángela Capel, Capel, Ángela, Paul Gondolf +5 · 1 voice · 4 citations
Mathematics · Physics and Astronomy · #Markov Chains and Monte Carlo Methods #Quantum many-body systems #Theoretical and Computational Physics #cond-mat.stat-mech #math-ph #quant-ph
- Sufficient statistic and recoverability via Quantum Fisher Information metrics
2023/02/05 by Gao Li, Haojian Li, Gao, Li +5 · 2 citations
Physics and Astronomy · Engineering · Computer Science · #Statistical Mechanics and Entropy #Wireless Communication Security Techniques #Quantum Information and Cryptography
- Provably Efficient Learning of Phases of Matter via Dissipative Evolutions
2023/11/13 by Emilio Onorati, Cambyse Rouzé, Onorati, Emilio +5 · 2 citations
Physics and Astronomy · Materials Science · Computer Science · #Quantum many-body systems #Machine Learning in Materials Science #Quantum Computing Algorithms and Architecture
- Limitations of local update recovery in stabilizer-GKP codes: a quantum optimal transport approach
2023/09/28 by Robert König, Cambyse Rouzé, König, Robert +1 · 1 citation
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #FOS: Physical sciences #Optical Network Technologies #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Heisenberg-limited Hamiltonian learning continuous variable systems via engineered dissipation
2025/05/31 by Tim Möbus, Andreas Blühm, Möbus, Tim +9 · 3 citations
Physics and Astronomy · Engineering · Computer Science · #Advanced Thermodynamics and Statistical Mechanics #Control and Stability of Dynamical Systems #Neural Networks and Applications
- Learning and certification of local time-dependent quantum dynamics and noise
2025/10/09 by Daniel Stilck França, França, Daniel Stilck, Tim Möbus +5 · 2 citations
Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum many-body systems