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Main Authors:	Zhang, Ziyu, Xu, Peilan, Sun, Yuetong, Shi, Yuhui, Luo, Wenjian
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2506.06121
Tags:	Add Tag No Tags, Be the first to tag this record!

Narrative-Driven Travel Planning: Geoculturally-Grounded Script Generation with Evolutionary Itinerary Optimization
by: Zhang, Ziyu, et al.
Published: (2025)

Benchmark for CEC 2024 Competition on Multiparty Multiobjective Optimization
by: Luo, Wenjian, et al.
Published: (2024)

A Novel Immune Algorithm for Multiparty Multiobjective Optimization
by: Chen, Kesheng, et al.
Published: (2026)

Co-evolving Agent Architectures and Interpretable Reasoning for Automated Optimization
by: Huang, Jiahao, et al.
Published: (2026)

Multi-Party Multi-Objective Optimization as Consensus Search: Runtime Analysis of Cross-Party Recombination
by: Fang, Xiaolei, et al.
Published: (2026)

A Learning-Based Cooperative Coevolution Framework for Heterogeneous Large-Scale Global Optimization
by: Qiu, Wenjie, et al.
Published: (2026)

Info-Coevolution: An Efficient Framework for Data Model Coevolution
by: Qin, Ziheng, et al.
Published: (2025)

Evolutionary Reinforcement Learning via Cooperative Coevolution
by: Hu, Chengpeng, et al.
Published: (2024)

Think Before Writing: Feature-Level Multi-Objective Optimization for Generative Citation Visibility
by: Liu, Zikang, et al.
Published: (2026)

ITINERA: Integrating Spatial Optimization with Large Language Models for Open-domain Urban Itinerary Planning
by: Tang, Yihong, et al.
Published: (2024)

Beyond Itinerary Planning-A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
by: Cheng, Xiang, et al.
Published: (2025)

Evolutionary Trigger Detection and Lightweight Model Repair Based Backdoor Defense
by: Zhou, Qi, et al.
Published: (2024)

Human-AI Coevolution
by: Pedreschi, Dino, et al.
Published: (2023)

CCSRP: Robust Pruning of Spiking Neural Networks through Cooperative Coevolution
by: Song, Zichen, et al.
Published: (2024)

Roamify: Designing and Evaluating an LLM Based Google Chrome Extension for Personalised Itinerary Planning
by: Udandarao, Vikranth, et al.
Published: (2025)

Fairness-Aware Performance Evaluation for Multi-Party Multi-Objective Optimization
by: Zhao, Zifan, et al.
Published: (2026)

GRATR: Zero-Shot Evidence Graph Retrieval-Augmented Trustworthiness Reasoning
by: Zhu, Ying, et al.
Published: (2024)

Multi-population Ensemble Genetic Programming via Cooperative Coevolution and Multi-view Learning for Classification
by: Khorshidi, Mohammad Sadegh, et al.
Published: (2025)

Evolutionary Biparty Multiobjective UAV Path Planning: Problems and Empirical Comparisons
by: Chen, Kesheng, et al.
Published: (2026)

Seeing with You: Perception-Reasoning Coevolution for Multimodal Reasoning
by: Miao, Ziqi, et al.
Published: (2026)

Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution
by: Liu, Beidan, et al.
Published: (2025)

DELTA: Decomposed Efficient Long-Term Robot Task Planning using Large Language Models
by: Liu, Yuchen, et al.
Published: (2024)

Discovering Novel LLM Experts via Task-Capability Coevolution
by: Dai, Andrew, et al.
Published: (2026)

Identifying and Decomposing Compound Ingredients in Meal Plans Using Large Language Models
by: Kopitar, Leon, et al.
Published: (2024)

Cooperative Backdoor Attack in Decentralized Reinforcement Learning with Theoretical Guarantee
by: Gao, Mengtong, et al.
Published: (2024)

Cooperative Coevolution for Non-Separable Large-Scale Black-Box Optimization: Convergence Analyses and Distributed Accelerations
by: Duan, Qiqi, et al.
Published: (2023)

LLMs Can Simulate Standardized Patients via Agent Coevolution
by: Du, Zhuoyun, et al.
Published: (2024)

Incentivized Symbiosis: A Paradigm for Human-Agent Coevolution
by: Chaffer, Tomer Jordi, et al.
Published: (2024)

Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems
by: Chung, Hyungjin, et al.
Published: (2023)

A Survey on Large Language Models for Automated Planning
by: Aghzal, Mohamed, et al.
Published: (2025)

TRIP-PAL: Travel Planning with Guarantees by Combining Large Language Models and Automated Planners
by: de la Rosa, Tomas, et al.
Published: (2024)

TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting
by: Wang, Shiyu, et al.
Published: (2024)

Community Search in Time-dependent Road-social Attributed Networks
by: Ni, Li, et al.
Published: (2025)

Pre-trained Prompt-driven Semi-supervised Local Community Detection
by: Ni, Li, et al.
Published: (2025)

DAG-Plan: Generating Directed Acyclic Dependency Graphs for Dual-Arm Cooperative Planning
by: Gao, Zeyu, et al.
Published: (2024)

PRISM: A Geometric Risk Bound that Decomposes Drift into Scale, Shape, and Head
by: Lin, Chieh-Yen, et al.
Published: (2026)

An LLM-Powered Cooperative Framework for Large-Scale Multi-Vehicle Navigation
by: Zhou, Yuping, et al.
Published: (2025)

Showing Many Labels in Multi-label Classification Models: An Empirical Study of Adversarial Examples
by: Liu, Yujiang, et al.
Published: (2024)

Online POMDP Planning with Anytime Deterministic Optimality Guarantees
by: Barenboim, Moran, et al.
Published: (2023)

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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