Berloff, Natalia G.
- Training of Physical Neural Networks
2024/06/05 by Ali Momeni, Babak Rahmani, Momeni, Ali +55 · 4 voices · 40 citations
Computer Science · Materials Science · Physics and Astronomy · #Machine Learning in Materials Science #Neural Networks and Applications #cs.LG #physics.app-ph
- Analog Photonics Computing for Information Processing, Inference and Optimisation
2023/01/27 by Nikita Stroev, Stroev, Nikita, Natalia G. Berloff +1 · 10 citations
Computer Science · Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Neural Networks and Reservoir Computing #Optical Network Technologies #Optics (physics.optics) #Photonic and Optical Devices #Quantum Physics (quant-ph)
- Global optimization of spin Hamiltonians with gain-dissipative systems
2018/06/29 by Kalinin, Kirill P., Berloff, Natalia G. · 5 citations
#Computational Physics (physics.comp-ph) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Physics (quant-ph)
- Analog Iterative Machine (AIM): using light to solve quadratic optimization problems with mixed variables
2023/04/25 by Kalinin, Kirill P., Mourgias-Alexandris, George, Ballani, Hitesh +9 · 8 citations
#Applied Physics (physics.app-ph) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Optimization and Control (math.OC)
- Polaritonic XY-Ising Machine
2020/03/20 by Kirill P. Kalinin, A. Amo, Kalinin, Kirill P. +5 · 5 citations
Computer Science · Physics and Astronomy · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Mesoscale and Nanoscale Physics (cond-mat.mes-hall) #Neural Networks and Reservoir Computing #Optics (physics.optics) #Quantum Information and Cryptography #Strong Light-Matter Interactions
- Fully Programmable Spatial Photonic Ising Machine by Focal Plane Division
2024/10/14 by Daniele Veraldi, Davide Pierangeli, Veraldi, Daniele +23 · 10 citations
Computer Science · #Applied Physics (physics.app-ph) #Disordered Systems and Neural Networks (cond-mat.dis-nn) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Neural Networks and Reservoir Computing #Optics (physics.optics)
- Physics-Enhanced Bifurcation Optimisers: All You Need Is a Canonical Complex Network
2022/07/22 by Syed, Marvin, Berloff, Natalia G. · 4 citations
#Chaotic Dynamics (nlin.CD) #FOS: Physical sciences #Optics (physics.optics)
- Turbulence in exciton-polariton condensates
2010/10/25 by Natalia G. Berloff, Berloff, Natalia G. · 1 citation
Physics and Astronomy · #Cold Atom Physics and Bose-Einstein Condensates #FOS: Physical sciences #Mesoscale and Nanoscale Physics (cond-mat.mes-hall) #Nonlinear Photonic Systems #Other Condensed Matter (cond-mat.other) #Quantum Gases (cond-mat.quant-gas) #Soft Condensed Matter (cond-mat.soft) #Statistical Mechanics (cond-mat.stat-mech) #Strong Light-Matter Interactions #cond-mat.mes-hall #cond-mat.other #cond-mat.quant-gas #cond-mat.soft #cond-mat.stat-mech
- Vector Ising Spin Annealer for Minimizing Ising Hamiltonians
2024/03/25 by James Cummins, Cummins, James S., Natalia G. Berloff +1 · 4 citations
Computer Science · Mathematics · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Markov Chains and Monte Carlo Methods #Optics (physics.optics) #Other Condensed Matter (cond-mat.other) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Quantum many-body systems
- Coupling Light with Matter for Identifying Dominant Subnetworks
2024/05/27 by Airat Kamaletdinov, Kamaletdinov, Airat, Natalia G. Berloff +1 · 2 citations
Physics and Astronomy · #Advanced Optical Sensing Technologies
- Phase Retrieval via Gain-Based Photonic XY-Hamiltonian Optimization
2025/05/07 by Richard Zhipeng Wang, Guangyao Li, Wang, Richard Zhipeng +9 · 2 citations
Physics and Astronomy · Computer Science · #Advanced X-ray Imaging Techniques #Random lasers and scattering media #Neural Networks and Reservoir Computing
- Benchmarking the optimization optical machines with the planted solutions
2023/11/12 by Nikita Stroev, Stroev, Nikita, Natalia G. Berloff +3 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Computation (stat.CO) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Neural Networks and Reservoir Computing #Optical Network Technologies #Optics (physics.optics) #Semiconductor Quantum Structures and Devices #Statistical Mechanics (cond-mat.stat-mech)
- Complex Vector Gain-Based Annealer for Minimizing XY Hamiltonians
2024/11/04 by James Cummins, Cummins, James S., Natalia G. Berloff +1 · 1 citation
Engineering · #Adaptation and Self-Organizing Systems (nlin.AO) #Control and Stability of Dynamical Systems #Disordered Systems and Neural Networks (cond-mat.dis-nn) #Electromagnetic Simulation and Numerical Methods #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Optics (physics.optics) #Other Condensed Matter (cond-mat.other) #Particle Accelerators and Free-Electron Lasers
- Exact Spin Elimination in Ising Hamiltonians and Energy-Based Machine Learning
2025/05/12 by Natalia G. Berloff, Berloff, Natalia G. · 2 citations
Computer Science · Physics and Astronomy · #Data Structures and Algorithms (cs.DS) #Discrete Mathematics (cs.DM) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Magnetic properties of thin films #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Quantum many-body systems