A consensus-based model for global optimization and its mean-field limit

• Fast and Robust Consensus-Based Optimization via Optimal Feedback Control

  2026 SIAM Journal on Scientific Computing article Computer Science Metaheuristic Optimization Algorithms Research Open access

  2

  citations
• Consensus-Based Algorithms for Stochastic Optimization Problems

  2025 SIAM Journal on Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  2

  citations
• Dynamics of Measure-Valued Agents in the Space of Probabilities

  2025 SIAM Journal on Mathematical Analysis article Mathematics Geometric Analysis and Curvature Flows

  1

  citations
• Micro-macro decomposition of particle swarm optimization methods

  2025 Kinetic and Related Models article Computer Science Metaheuristic Optimization Algorithms Research Open access

  0

  citations
• Mini-Workshop: High-Dimensional Control Problems and Mean-Field Equations with Applications in Machine Learning

  2025 Oberwolfach Reports article Economics, Econometrics and Finance Stochastic processes and financial applications Open access

  0

  citations
• A multiscale consensus-based algorithm for multilevel optimization

  2025 Mathematical Models and Methods in Applied Sciences article Computer Science Metaheuristic Optimization Algorithms Research Open access

  6

  citations
• Recent kernel methods for interacting particle systems: first numerical results

  2024 European Journal of Applied Mathematics article Physics and Astronomy Model Reduction and Neural Networks Open access

  1

  citations
• Model predictive control strategies using consensus-based optimization

  2024 Mathematical Control and Related Fields article Engineering Advanced Control Systems Optimization Open access

  0

  citations
• An Adaptive Consensus Based Method for Multi-objective Optimization with Uniform Pareto Front Approximation

  2023 Applied Mathematics & Optimization article Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  30

  citations
• Consensus based optimization with memory effects: Random selection and applications

  2023 Chaos Solitons & Fractals article Computer Science Metaheuristic Optimization Algorithms Research Open access

  7

  citations
• Repulsion dynamics for uniform Pareto front approximation in multi‐objective optimization problems

  2023 PAMM article Computer Science Advanced Multi-Objective Optimization Algorithms

  1

  citations
• Constrained Consensus-Based Optimization

  2023 SIAM Journal on Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  32

  citations
• A Consensus-Based Algorithm for Multi-Objective Optimization and Its Mean-Field Description

  2022 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  13

  citations
• Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

  2022 Applied Mathematics & Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  17

  citations
• Mean field models for large data–clustering problems

  2020 Networks and Heterogeneous Media article Physics and Astronomy Opinion Dynamics and Social Influence Open access

  8

  citations

15 results