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Main Authors:	Tao, Sichen, Zhao, Ruihan, Wang, Kaiyu, Gao, Shangce
Format:	Preprint
Published:	2024
Subjects:	Neural and Evolutionary Computing Artificial Intelligence Machine Learning
Online Access:	https://arxiv.org/abs/2404.16280
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RDEx-CSOP: Feasibility-Aware Reconstructed Differential Evolution with Adaptive epsilon-Constraint Ranking
by: Tao, Sichen, et al.
Published: (2026)

RDEx-MOP: Indicator-Guided Reconstructed Differential Evolution for Fixed-Budget Multiobjective Optimization
by: Tao, Sichen, et al.
Published: (2026)

RDEx-CMOP: Feasibility-Aware Indicator-Guided Differential Evolution for Fixed-Budget Constrained Multiobjective Optimization
by: Tao, Sichen, et al.
Published: (2026)

An Efficient Approach for Solving Expensive Constrained Multiobjective Optimization Problems
by: Rahi, Kamrul Hasan
Published: (2024)

UDE-III: An Enhanced Unified Differential Evolution Algorithm for Constrained Optimization Problems
by: Trivedi, Anupam, et al.
Published: (2024)

An Instance Space Analysis of Constrained Multi-Objective Optimization Problems
by: Alsouly, Hanan, et al.
Published: (2022)

Runtime Analysis of Single- and Multi-Objective Evolutionary Algorithms for Chance Constrained Optimization Problems with Normally Distributed Random Variables
by: Neumann, Frank, et al.
Published: (2021)

Variable Metric Evolution Strategies for High-dimensional Multi-Objective Optimization
by: Glasmachers, Tobias
Published: (2024)

Rethinking Selection in Generational Genetic Algorithms to Solve Combinatorial Optimization Problems: An Upper Bound-based Parent Selection Strategy for Recombination
by: Sankaran, Prashant, et al.
Published: (2024)

Multi-Objective Evolutionary Algorithms with Sliding Window Selection for the Dynamic Chance-Constrained Knapsack Problem
by: Perera, Kokila Kasuni, et al.
Published: (2024)

Unraveling the Versatility and Impact of Multi-Objective Optimization: Algorithms, Applications, and Trends for Solving Complex Real-World Problems
by: Rashed, Noor A., et al.
Published: (2024)

Multi-Objective Evolutionary Optimization of Chance-Constrained Multiple-Choice Knapsack Problems with Implicit Probability Distributions
by: Li, Xuanfeng, et al.
Published: (2026)

A Landscape-Aware Differential Evolution for Multimodal Optimization Problems
by: Lin, Guo-Yun, et al.
Published: (2024)

Single and Multi-Objective Optimization Benchmark Problems Focusing on Human-Powered Aircraft Design
by: Namura, Nobuo
Published: (2023)

Unleashing the Potential of Differential Evolution through Individual-Level Strategy Diversity
by: Feng, Chenchen, et al.
Published: (2026)

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving
by: Zhang, Zhihao, et al.
Published: (2025)

Using 3-Objective Evolutionary Algorithms for the Dynamic Chance Constrained Knapsack Problem
by: Pathiranage, Ishara Hewa, et al.
Published: (2024)

Adaptive Surrogate-Based Strategy for Accelerating Convergence Speed when Solving Expensive Unconstrained Multi-Objective Optimisation Problems
by: Banda, Tiwonge Msulira, et al.
Published: (2026)

Efficient Heuristics Generation for Solving Combinatorial Optimization Problems Using Large Language Models
by: Wu, Xuan, et al.
Published: (2025)

A Crowding Distance That Provably Solves the Difficulties of the NSGA-II in Many-Objective Optimization
by: Zheng, Weijie, et al.
Published: (2024)

Non-linear PCA via Evolution Strategies: a Novel Objective Function
by: Uriot, Thomas, et al.
Published: (2026)

Deep Reinforcement Learning-Assisted Component Auto-Configuration of Differential Evolution Algorithm for Constrained Optimization: A Foundation Model
by: Yang, Xu, et al.
Published: (2025)

An accelerate Prediction Strategy for Dynamic Multi-Objective Optimization
by: Lei, Ru, et al.
Published: (2024)

Difficulties of the NSGA-II with the Many-Objective LeadingOnes Problem
by: Doerr, Benjamin, et al.
Published: (2024)

MOANA: Multi-Objective Ant Nesting Algorithm for Optimization Problems
by: Rashed, Noor A., et al.
Published: (2024)

On Scalability of Multi-Objective Evolutionary Algorithms on Combinatorial Optimisation Problems
by: Tang, Menghao, et al.
Published: (2026)

Evolutionary Alternating Direction Method of Multipliers for Constrained Multi-Objective Optimization with Unknown Constraints
by: Li, Shuang, et al.
Published: (2024)

On the Use of Iterative Problem Solving for the Traveling Salesperson Problem with Changing Time Window Constraints
by: Nguyen, Hy, et al.
Published: (2026)

Fully Tensorized GPU-accelerated Multi-population Evolutionary Algorithm for Constrained Multiobjective Optimization Problems
by: Huang, Weixiong, et al.
Published: (2025)

METAFOR: A Hybrid Metaheuristics Software Framework for Single-Objective Continuous Optimization Problems
by: Camacho-Villalón, Christian, et al.
Published: (2025)

Sliding Window Bi-Objective Evolutionary Algorithms for Optimizing Chance-Constrained Monotone Submodular Functions
by: Yan, Xiankun, et al.
Published: (2024)

Solving Expensive Optimization Problems in Dynamic Environments with Meta-learning
by: Zhang, Huan, et al.
Published: (2023)

Enhancing Decision Space Diversity in Multi-Objective Evolutionary Optimization for the Diet Problem
by: Nascimento, Gustavo V., et al.
Published: (2025)

Meta-Black-Box Optimization Can Do Search Guidance for Expensive Constrained Multi-Objective Optimization
by: Du, Yukun, et al.
Published: (2026)

MetaDE: Evolving Differential Evolution by Differential Evolution
by: Chen, Minyang, et al.
Published: (2025)

Evolutionary Algorithm for Chance Constrained Quadratic Multiple Knapsack Problem
by: Perera, Kokila Kasuni, et al.
Published: (2025)

Weighted-Scenario Optimisation for the Chance Constrained Travelling Thief Problem
by: Don, Thilina Pathirage, et al.
Published: (2025)

Routing-Led Evolutionary Algorithm for Large-Scale Multi-Objective VNF Placement Problems
by: Mao, Peili, et al.
Published: (2025)

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization
by: Qi, Biqing, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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