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Bibliographic Details
Main Author:	Gracheva, Ekaterina
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2302.04406
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Weight-Entanglement Meets Gradient-Based Neural Architecture Search
by: Sukthanker, Rhea Sanjay, et al.
Published: (2023)

Stochastic Weight Sharing for Bayesian Neural Networks
by: Lin, Moule, et al.
Published: (2025)

Zero-Shot Neural Architecture Search with Weighted Response Correlation
by: Jing, Kun, et al.
Published: (2025)

Initialisation and Network Effects in Decentralised Federated Learning
by: Badie-Modiri, Arash, et al.
Published: (2024)

Estimating Neural Network Robustness via Lipschitz Constant and Architecture Sensitivity
by: Abuduweili, Abulikemu, et al.
Published: (2024)

Graph Neural Architecture Search with GPT-4
by: Wang, Haishuai, et al.
Published: (2023)

Multi-Objective Neural Architecture Search by Learning Search Space Partitions
by: Zhao, Yiyang, et al.
Published: (2024)

Transferrable Surrogates in Expressive Neural Architecture Search Spaces
by: Qin, Shiwen, et al.
Published: (2025)

SeqNAS: Neural Architecture Search for Event Sequence Classification
by: Udovichenko, Igor, et al.
Published: (2024)

MicroNAS: Zero-Shot Neural Architecture Search for MCUs
by: Qiao, Ye, et al.
Published: (2024)

Reinforced Compressive Neural Architecture Search for Versatile Adversarial Robustness
by: Wang, Dingrong, et al.
Published: (2024)

Unsupervised Graph Neural Architecture Search with Disentangled Self-supervision
by: Zhang, Zeyang, et al.
Published: (2024)

A Survey on Neural Architecture Search Based on Reinforcement Learning
by: Shao, Wenzhu
Published: (2024)

Teasing Apart Architecture and Initial Weights as Sources of Inductive Bias in Neural Networks
by: Bencomo, Gianluca, et al.
Published: (2025)

Kernel-Level Energy-Efficient Neural Architecture Search for Tabular Dataset
by: La, Hoang-Loc, et al.
Published: (2025)

Causal-aware Graph Neural Architecture Search under Distribution Shifts
by: Li, Peiwen, et al.
Published: (2024)

NASH: Neural Architecture and Accelerator Search for Multiplication-Reduced Hybrid Models
by: Xu, Yang, et al.
Published: (2024)

Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search
by: Liu, Zhen, et al.
Published: (2026)

Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets
by: Tang, Chenxia
Published: (2024)

Piecewise Constant Spectral Graph Neural Network
by: Martirosyan, Vahan, et al.
Published: (2025)

Explainable Graph Neural Architecture Search via Monte-Carlo Tree Search (Full version)
by: Sasaki, Yuya
Published: (2023)

Multi-Objective Hardware Aware Neural Architecture Search using Hardware Cost Diversity
by: Sinha, Nilotpal, et al.
Published: (2024)

OptiProxy-NAS: Optimization Proxy based End-to-End Neural Architecture Search
by: Lyu, Bo, et al.
Published: (2025)

PlatformX: An End-to-End Transferable Platform for Energy-Efficient Neural Architecture Search
by: Tu, Xiaolong, et al.
Published: (2025)

SEval-NAS: A Search-Agnostic Evaluation for Neural Architecture Search
by: Mih, Atah Nuh, et al.
Published: (2026)

DPFNAS: Differential Privacy-Enhanced Federated Neural Architecture Search for 6G Edge Intelligence
by: Lv, Yang, et al.
Published: (2025)

The M-factor: A Novel Metric for Evaluating Neural Architecture Search in Resource-Constrained Environments
by: Thudumu, Srikanth, et al.
Published: (2025)

Towards Efficient Few-shot Graph Neural Architecture Search via Partitioning Gradient Contribution
by: Song, Wenhao, et al.
Published: (2025)

AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting
by: Lyu, Tengfei, et al.
Published: (2024)

Knowledge-aware Evolutionary Graph Neural Architecture Search
by: Wang, Chao, et al.
Published: (2024)

Neural Architecture Search for Quantum Autoencoders
by: Agha, Hibah, et al.
Published: (2025)

Graph-Conditioned Mixture of Graph Neural Network Experts for Traffic Forecasting
by: Ghaffari, Amirhossein, et al.
Published: (2026)

OSDTW: Optimal Shared Depth and Task Weighting for Long-Tailed Recognition
by: Chu, Chang, et al.
Published: (2026)

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression
by: Muñoz, J. Pablo, et al.
Published: (2025)

Jet-Nemotron: Efficient Language Model with Post Neural Architecture Search
by: Gu, Yuxian, et al.
Published: (2025)

Data-Local Autonomous LLM-Guided Neural Architecture Search for Multiclass Multimodal Time-Series Classification
by: Hardarson, Emil, et al.
Published: (2026)

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search
by: Gao, Yang, et al.
Published: (2025)

AEBNAS: Strengthening Exit Branches in Early-Exit Networks through Hardware-Aware Neural Architecture Search
by: Robben, Oscar, et al.
Published: (2025)

A Continuous Encoding-Based Representation for Efficient Multi-Fidelity Multi-Objective Neural Architecture Search
by: Wei, Zhao, et al.
Published: (2025)

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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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