How consensus-based optimization can be interpreted as a stochastic relaxation of gradient descent
Riedl, K Klock, T Geldhauser, C Fornasier, M (27 Jun 2024)
Convergence of anisotropic consensus-based optimization in mean-field law
Fornasier, M Riedl, K Klock, T Proceedings of the 25th International Conference on the Applications of Evolutionary Computation (EvoApplications 2022) 738-754 (15 Apr 2022) doi:10.1007/978-3-031-02462-7_46
Gradient is All You Need? How Consensus-Based Optimization can be Interpreted as a Stochastic Relaxation of Gradient Descent
Riedl, K Klock, T Geldhauser, C Fornasier, M (16 Jun 2023) https://arxiv.org/abs/2306.09778v2
Consensus-based optimization for saddle point problems
Huang, H Qiu, J Riedl, K SIAM Journal on Control and Optimization volume 62 issue 2 1093-1121 (25 Mar 2024) doi:10.1137/22m1543367
On the Global Convergence of Particle Swarm Optimization Methods
Huang, H Qiu, J Riedl, K Applied Mathematics & Optimization volume 88 issue 2 (31 May 2023) doi:10.1007/s00245-023-09983-3
Leveraging memory effects and gradient information in consensus-based optimisation: On global convergence in mean-field law
Riedl, K European Journal of Applied Mathematics volume 35 issue 4 483-514 (20 Oct 2023) doi:10.1017/s0956792523000293
Consensus-based optimization methods converge globally
Fornasier, M Klock, T Riedl, K SIAM Journal on Optimization volume 34 issue 3 2973-3004 (03 Sep 2024) doi:10.1137/22m1527805
Convergence of Anisotropic Consensus-Based Optimization in Mean-Field Law
Fornasier, M Klock, T Riedl, K Applications of Evolutionary Computation volume 13224 738-754 (15 Apr 2022) doi:10.1007/978-3-031-02462-7_46
Consensus-based optimisation with truncated noise
Fornasier, M Richtárik, P Riedl, K Sun, L European Journal of Applied Mathematics 1-24 (05 Apr 2024) doi:10.1017/s095679252400007x
CBX: Python and Julia Packages for Consensus-Based
Interacting Particle Methods
Bailo, R Barbaro, A Gomes, S Riedl, K Roith, T Totzeck, C Vaes, U Journal of Open Source Software volume 9 issue 98 6611-6611 (21 Jun 2024) doi:10.21105/joss.06611
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