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Main Authors:	Kim, Jingeun, Kim, Yong-Hyuk, Yoon, Yourim
Format:	Preprint
Published:	2025
Subjects:	Neural and Evolutionary Computing
Online Access:	https://arxiv.org/abs/2512.09260
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Energy Aware Development of Neuromorphic Implantables: From Metrics to Action
by: Roque, Enrique Barba, et al.
Published: (2025)

Uncertainty-Aware Offline Data-Driven Multi-Objective Optimization
by: Lyu, Huanbo, et al.
Published: (2025)

UAV Virtual Antenna Array Deployment for Uplink Interference Mitigation in Data Collection Networks
by: Li, Hongjuan, et al.
Published: (2024)

Constrained multi-objective optimization for multi-UAV planning
by: Ramirez-Atencia, Cristian, et al.
Published: (2024)

Evaluating Deep Neural Networks in Deployment (A Comparative and Replicability Study)
by: Pinconschi, Eduard, et al.
Published: (2024)

Expand-and-Cluster: Parameter Recovery of Neural Networks
by: Martinelli, Flavio, et al.
Published: (2023)

The Iterative Chainlet Partitioning Algorithm for the Traveling Salesman Problem with Drone and Neural Acceleration
by: Lee, Jae Hyeok, et al.
Published: (2025)

Smart Cellular Bricks for Decentralized Shape Classification and Damage Recovery
by: Moreno, Rodrigo, et al.
Published: (2025)

Fast Surrogate Learning for Multi-Objective UAV Placement in Motorway Intelligent Transportation System
by: Guo, Weian, et al.
Published: (2026)

Weighted strategies to guide a multi-objective evolutionary algorithm for multi-UAV mission planning
by: Ramirez-Atencia, Cristian, et al.
Published: (2024)

An Attempt to Devise a Pairwise Ising-Type Maximum Entropy Model Integrated Cost Function for Optimizing SNN Deployment
by: Huang, Wanhong
Published: (2024)

3D UAV Trajectory Planning for IoT Data Collection via Matrix-Based Evolutionary Computation
by: Sun, Pei-Fa, et al.
Published: (2024)

Personalized Language Models via Privacy-Preserving Evolutionary Model Merging
by: Kim, Kyuyoung, et al.
Published: (2025)

UAV-assisted Joint Mobile Edge Computing and Data Collection via Matching-enabled Deep Reinforcement Learning
by: Wang, Boxiong, et al.
Published: (2025)

A Comparison-Relationship-Surrogate Evolutionary Algorithm for Multi-Objective Optimization
by: Pierce, Christopher M., et al.
Published: (2025)

Multi Part Deployment of Neural Network
by: Ranjan, Paritosh, et al.
Published: (2025)

Efficient and Effective Time-Series Forecasting with Spiking Neural Networks
by: Lv, Changze, et al.
Published: (2024)

Energy-Aware Metaheuristics
by: Alba, Enrique, et al.
Published: (2026)

MD-SNN: Membrane Potential-aware Distillation on Quantized Spiking Neural Network
by: Lee, Donghyun, et al.
Published: (2025)

Spiking Transformer with Spatial-Temporal Attention
by: Lee, Donghyun, et al.
Published: (2024)

Towards Trustworthy Web Attack Detection: An Uncertainty-Aware Ensemble Deep Kernel Learning Model
by: Zhou, Yonghang, et al.
Published: (2024)

Smart Buildings Energy Consumption Forecasting using Adaptive Evolutionary Ensemble Learning Models
by: Neshat, Mehdi, et al.
Published: (2025)

Deployment Pipeline from Rockpool to Xylo for Edge Computing
by: Zhou, Peng, et al.
Published: (2024)

A Benchmarking Suite for Flexible Job Shop Scheduling Problems with Worker Flexibility under Uncertainty
by: Hutter, David, et al.
Published: (2025)

TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training
by: Lee, Donghyun, et al.
Published: (2024)

Brain-inspired Computational Modeling of Action Recognition with Recurrent Spiking Neural Networks Equipped with Reinforcement Delay Learning
by: Nadafian, Alireza, et al.
Published: (2024)

Multiobjective Optimization Analysis for Finding Infrastructure-as-Code Deployment Configurations
by: Osaba, Eneko, et al.
Published: (2024)

ROIDS: Robust Outlier-Aware Informed Down-Sampling
by: Geiger, Alina, et al.
Published: (2026)

Workload-Balanced Pruning for Sparse Spiking Neural Networks
by: Yin, Ruokai, et al.
Published: (2023)

Effective Self-Attention-Based Deep Learning Model with Evolutionary Grid Search for Robust Wave Farm Energy Forecasting
by: Dehkordi, Amin Abdollahi, et al.
Published: (2025)

Comparative Analysis of Evolutionary Algorithms for Energy-Aware Production Scheduling
by: Burmeister, Sascha C, et al.
Published: (2025)

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

Darwin Family: MRI-Trust-Weighted Evolutionary Merging for Training-Free Scaling of Language-Model Reasoning
by: Kim, Taebong, et al.
Published: (2026)

Generating Diverse Challenging Terrains for Legged Robots Using Quality-Diversity Algorithm
by: Esquerre-Pourtère, Arthur, et al.
Published: (2025)

Multi-objective Optimal Roadside Units Deployment in Urban Vehicular Networks
by: Guo, Weian, et al.
Published: (2024)

Scenario-Aware Control of Segmented Ladder Bus: Design and FPGA Implementation
by: Huynh, Phu Khanh, et al.
Published: (2025)

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

Selection of Filters for Photonic Crystal Spectrometer Using Domain-Aware Evolutionary Algorithms
by: Antonov, Kirill, et al.
Published: (2024)

SHA-CNN: Scalable Hierarchical Aware Convolutional Neural Network for Edge AI
by: Dhakad, Narendra Singh, et al.
Published: (2024)

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// 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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