Metaheuristic Optimization

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

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Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (69 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Navigation Variable-based Multi-objective Particle Swarm Optimization for UAV Path Planning with Kinematic Constraints
  3 Jan 2025 2 repositories listed
  It first models path planning as an optimization problem via the definition of a set of objective functions that include optimality and safety requirements for UAV operation.
• LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics
  30 May 2024 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  This paper introduces a novel Large Language Model Evolutionary Algorithm (LLaMEA) framework, leveraging GPT models for the automated generation and refinement of algorithms.
• Paradiseo: From a Modular Framework for Evolutionary Computation to the Automated Design of Metaheuristics ---22 Years of Paradiseo---
  2 May 2021 2 repositories listed
  The success of metaheuristic optimization methods has led to the development of a large variety of algorithm paradigms.
• Donkey and Smuggler Optimization Algorithm: A Collaborative Working Approach to Path Finding
  19 Apr 2019 2 repositories listed
  These are the Smuggler and Donkeys.
• Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization
  3 Dec 2024 1 repository listed
  On the practical side, we extend CB²O to the clustered federated learning setting by proposing FedCB²O, a novel interacting multi-particle system, and design a practical algorithm that addresses the demands of…
• AutoOptLib: Tailoring Metaheuristic Optimizers via Automated Algorithm Design
  12 Mar 2023 1 repository listed
  In response, this paper proposes AutoOptLib, the first platform for accessible automated design of metaheuristic optimizers.
• Learning Large Neighborhood Search for Vehicle Routing in Airport Ground Handling
  27 Feb 2023 1 repository listed
  Dispatching vehicle fleets to serve flights is a key task in airport ground handling (AGH).
• HiveNAS: Neural Architecture Search using Artificial Bee Colony Optimization
  18 Nov 2022 1 repository listed
  The traditional Neural Network-development process requires substantial expert knowledge and relies heavily on intuition and trial-and-error.
• AutoOpt: A General Framework for Automatically Designing Metaheuristic Optimization Algorithms with Diverse Structures
  3 Apr 2022 1 repository listed
  However, the specific algorithm prototype and linear algorithm representation in the current automated design pipeline restrict the design within a fixed algorithm structure, which hinders discovering novelties and…
• JANUS: Parallel Tempered Genetic Algorithm Guided by Deep Neural Networks for Inverse Molecular Design
  7 Jun 2021 1 repository listed Syntology ran 1 of 4 samples · 3 unverified
  Inverse molecular design, i.
• Safety-enhanced UAV Path Planning with Spherical Vector-based Particle Swarm Optimization
  13 Apr 2021 1 repository listed
  A cost function is first formulated to convert the path planning into an optimization problem that incorporates requirements and constraints for the feasible and safe operation of the UAV.
• Motion-Encoded Particle Swarm Optimization for Moving Target Search Using UAVs
  5 Oct 2020 1 repository listed
  This paper presents a novel algorithm named the motion-encoded particle swarm optimization (MPSO) for finding a moving target with unmanned aerial vehicles (UAVs).
• Battle royale optimization algorithm
  2 Jun 2020 1 repository listed
  The proposed method is inspired by a genre of digital games knowns as “battle royale.” BRO is a population-based algorithm in which each individual is represented by a soldier/player that would like to move toward the…
• ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization
  8 Dec 2019 1 repository listed
  We consider shot-based video summarization where the summary consists of a subset of the video shots which can be of various lengths.
• Multi-Modal Forest Optimization Algorithm
  5 Mar 2019 1 repository listed
  Most real-world problems have more than one solution; therefore, the potential role of multi-modal optimization algorithms is rather significant.
• Tree-Based Optimization: A Meta-Algorithm for Metaheuristic Optimization
  25 Sep 2018 1 repository listed
  The experimental results on several well-known benchmarks show the outperforming performance of TBO algorithm in finding the global solution.
• Pontogammarus Maeoticus Swarm Optimization: A Metaheuristic Optimization Algorithm
  5 Jul 2018 1 repository listed
  In this algorithm, global optima is modeled as sea edge (coast) to which Gammarus creatures are willing to move in order to rest from sea waves and forage in sand.
• Gnowee: A Hybrid Metaheuristic Optimization Algorithm for Constrained, Black Box, Combinatorial Mixed-Integer Design
  15 Apr 2018 1 repository listed
  This paper introduces Gnowee, a modular, Python-based, open-source hybrid metaheuristic optimization algorithm (Available from https://github.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.