Awesome Variational Methods

Key papers

• A Variational Eigenvalue Solver On A Quantum Processor (2013)
  Alberto Peruzzo, Jarrod McClean, Peter Shadbolt, et al.
  26.80
• Variational Quantum Algorithms (2020)
  M. Cerezo, Andrew Arrasmith, Ryan Babbush, et al.
  25.69
• The Theory Of Variational Hybrid Quantum-classical Algorithms (2015)
  Jarrod R. McClean, Jonathan Romero, Ryan Babbush, et al.
  24.50
• The Variational Quantum Eigensolver: A Review Of Methods And Best Practices (2021)
  Jules Tilly, Hongxiang Chen, Shuxiang Cao, et al.
  21.94
• Towards Practical Quantum Variational Algorithms (2015)
  D. Wecker, M. B. Hastings, M. Troyer
  20.99
• Efficient Variational Quantum Simulator Incorporating Active Error Minimisation (2016)
  Ying Li, Simon C. Benjamin
  20.97
• Noise-induced Barren Plateaus In Variational Quantum Algorithms (2020)
  Samson Wang, Enrico Fontana, M. Cerezo, et al.
  20.76
• Self-verifying Variational Quantum Simulation Of The Lattice Schwinger Model (2018)
  Christian Kokail, Christine Maier, Rick van Bijnen, et al.
  20.34
• Variational Ansatz-based Quantum Simulation Of Imaginary Time Evolution (2018)
  Sam McArdle, Tyson Jones, Suguru Endo, et al.
  20.09
• Theory Of Variational Quantum Simulation (2018)
  Xiao Yuan, Suguru Endo, Qi Zhao, et al.
  19.71
• Variational Quantum Computation Of Excited States (2018)
  Oscar Higgott, Daochen Wang, Stephen Brierley
  19.49
• Training Variational Quantum Algorithms Is Np-hard (2021)
  Lennart Bittel, Martin Kliesch
  19.01
• Efficient Symmetry-preserving State Preparation Circuits For The Variational Quantum Eigensolver Algorithm (2019)
  Bryan T. Gard, Linghua Zhu, George S. Barron, et al.
  17.73
• Quantum Speedup Of Monte Carlo Methods (2015)
  Ashley Montanaro
  17.57
• Exploring Entanglement And Optimization Within The Hamiltonian Variational Ansatz (2020)
  Roeland Wiersema, Cunlu Zhou, Yvette de Sereville, et al.
  17.57
• Variational Quantum Simulation Of General Processes (2018)
  Suguru Endo, Jinzhao Sun, Ying Li, et al.
  17.51
• Variational Fast Forwarding For Quantum Simulation Beyond The Coherence Time (2019)
  Cristina Cirstoiu, Zoe Holmes, Joseph Iosue, et al.
  17.21
• Accelerated Variational Quantum Eigensolver (2018)
  Daochen Wang, Oscar Higgott, Stephen Brierley
  17.14
• Improving Variational Quantum Optimization Using Cvar (2019)
  Panagiotis Kl. Barkoutsos, Giacomo Nannicini, Anton Robert, et al.
  17.07
• Witnessing Eigenstates For Quantum Simulation Of Hamiltonian Spectra (2016)
  R Santagati, J Wang, A A Gentile, et al.
  17.04
• Noise Resilience Of Variational Quantum Compiling (2019)
  Kunal Sharma, Sumeet Khatri, M. Cerezo, et al.
  17.00
• Variational Quantum State Diagonalization (2018)
  Ryan Larose, Arkin Tikku, Étude O'Neel-Judy, et al.
  16.67
• Quantum Circuit Architecture Search For Variational Quantum Algorithms (2020)
  Yuxuan Du, Tao Huang, Shan You, et al.
  16.59
• Hardware-efficient Variational Quantum Algorithms For Time Evolution (2020)
  Marcello Benedetti, Mattia Fiorentini, Michael Lubasch
  16.41
• Variational Quantum Eigensolver With Fewer Qubits (2019)
  Jin-Guo Liu, Yi-Hong Zhang, Yuan Wan, et al.
  16.28
• Quantum Orbital-optimized Unitary Coupled Cluster Methods In The Strongly Correlated Regime: Can Quantum Algorithms Outperform Their Classical Equivalents? (2019)
  Igor O. Sokolov, Panagiotis Kl. Barkoutsos, Pauline J. Ollitrault, et al.
  16.25
• Variational Quantum Linear Solver (2019)
  Carlos Bravo-Prieto, Ryan Larose, M. Cerezo, et al.
  16.23
• A Non-orthogonal Variational Quantum Eigensolver (2019)
  William J. Huggins, Joonho Lee, Unpil Baek, et al.
  16.19
• Faster Ground State Preparation And High-precision Ground Energy Estimation With Fewer Qubits (2017)
  Yimin Ge, Jordi Tura, J. Ignacio Cirac
  15.88
• Liquid State NMR As A Test-bed For Developing Quantum Control Methods (2008)
  C. A. Ryan, C. Negrevergne, M. Laforest, et al.
  15.88
• Optimizing Variational Quantum Algorithms Using Pontryagin's Minimum Principle (2016)
  Zhi-Cheng Yang, Armin Rahmani, Alireza Shabani, et al.
  15.80
• Performance Of Hybrid Quantum/classical Variational Heuristics For Combinatorial Optimization (2018)
  Giacomo Nannicini
  15.62
• Efficient Variational Simulation Of Non-trivial Quantum States (2018)
  Wen Wei Ho, Timothy H. Hsieh
  15.46
• Variational Quantum Fidelity Estimation (2019)
  M. Cerezo, Alexander Poremba, Lukasz Cincio, et al.
  15.40
• Variational Spin-squeezing Algorithms On Programmable Quantum Sensors (2019)
  Raphael Kaubruegger, Pietro Silvi, Christian Kokail, et al.
  15.40
• Error Mitigation By Symmetry Verification On A Variational Quantum Eigensolver (2019)
  R. Sagastizabal, X. Bonet-Monroig, M. Singh, et al.
  15.40
• Variational Quantum Algorithm Based On The Minimum Potential Energy For Solving The Poisson Equation (2021)
  Yuki Sato, Ruho Kondo, Satoshi Koide, et al.
  15.40
• On Barren Plateaus And Cost Function Locality In Variational Quantum Algorithms (2020)
  Alexey Uvarov, Jacob Biamonte
  15.40
• Adaptive Variational Quantum Dynamics Simulations (2020)
  Yong-Xin Yao, Niladri Gomes, Feng Zhang, et al.
  15.40
• An Adaptive Optimizer For Measurement-frugal Variational Algorithms (2019)
  Jonas M. Kübler, Andrew Arrasmith, Lukasz Cincio, et al.
  15.25
• Constrained Variational Quantum Eigensolver: Quantum Computer Search Engine In The Fock Space (2018)
  Ilya G. Ryabinkin, Scott N. Genin, Artur F. Izmaylov
  15.22
• Filtering Variational Quantum Algorithms For Combinatorial Optimization (2021)
  David Amaro, Carlo Modica, Matthias Rosenkranz, et al.
  15.19
• From Pulses To Circuits And Back Again: A Quantum Optimal Control Perspective On Variational Quantum Algorithms (2020)
  Alicia B. Magann, Christian Arenz, Matthew D. Grace, et al.
  15.00
• A Quantum-classical Cloud Platform Optimized For Variational Hybrid Algorithms (2020)
  Peter J. Karalekas, Nikolas A. Tezak, Eric C. Peterson, et al.
  14.93
• An Efficient Quantum Algorithm For The Time Evolution Of Parameterized Circuits (2021)
  Stefano Barison, Filippo Vicentini, Giuseppe Carleo
  14.90
• A Comparison Of Various Classical Optimizers For A Variational Quantum Linear Solver (2021)
  Aidan Pellow-Jarman, Ilya Sinayskiy, Anban Pillay, et al.
  14.80
• Variational-state Quantum Metrology (2019)
  Bálint Koczor, Suguru Endo, Tyson Jones, et al.
  14.76
• \(O(N^3)\) Measurement Cost For Variational Quantum Eigensolver On Molecular Hamiltonians (2019)
  Pranav Gokhale, Frederic T. Chong
  14.51
• Performance Comparison Of Optimization Methods On Variational Quantum Algorithms (2021)
  Xavier Bonet-Monroig, Hao Wang, Diederick Vermetten, et al.
  14.47
• Entanglement Generation In Superconducting Qubits Using Holonomic Operations (2018)
  Daniel J. Egger, Marc Ganzhorn, Gian Salis, et al.
  14.47
• Low-depth Gradient Measurements Can Improve Convergence In Variational Hybrid Quantum-classical Algorithms (2019)
  Aram Harrow, John Napp
  14.47
• Near-term Quantum Computing Techniques: Variational Quantum Algorithms, Error Mitigation, Circuit Compilation, Benchmarking And Classical Simulation (2022)
  He-Liang Huang, Xiao-Yue Xu, Chu Guo, et al.
  14.47
• Universal Expressiveness Of Variational Quantum Classifiers And Quantum Kernels For Support Vector Machines (2022)
  Jonas Jäger, Roman V. Krems
  14.39
• Variational Quantum Unsampling On A Quantum Photonic Processor (2019)
  Jacques Carolan, Masoud Mohseni, Jonathan P. Olson, et al.
  14.35
• Exponential Concentration In Quantum Kernel Methods (2022)
  Supanut Thanasilp, Samson Wang, M. Cerezo, et al.
  14.35
• A Variational Toolbox For Quantum Multi-parameter Estimation (2020)
  Johannes Jakob Meyer, Johannes Borregaard, Jens Eisert
  14.31
• Universal Variational Quantum Computation (2019)
  Jacob Biamonte
  14.15
• Higher Order Methods For Simulations On Quantum Computers (1999)
  A. T. Sornborger, E. D. Stewart
  14.11
• Quantum Machine Learning For Particle Physics Using A Variational Quantum Classifier (2020)
  Andrew Blance, Michael Spannowsky
  14.02
• Quantum-optimal-control-inspired Ansatz For Variational Quantum Algorithms (2020)
  Alexandre Choquette, Agustin di Paolo, Panagiotis Kl. Barkoutsos, et al.
  14.02