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Bibliographic Details
Main Authors:	Cheng, Wei-Lun, Liao, Wanjiun
Format:	Preprint
Published:	2026
Subjects:	Information Theory Machine Learning
Online Access:	https://arxiv.org/abs/2605.07266
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A Wireless Foundation Model for Multi-Task Prediction
by: Sheng, Yucheng, et al.
Published: (2025)

Diffusion Models for Wireless Communications
by: Letafati, Mehdi, et al.
Published: (2023)

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM)
by: Yang, Zhaohui, et al.
Published: (2024)

Lossless and Near-Lossless Compression for Foundation Models
by: Hershcovitch, Moshik, et al.
Published: (2024)

Joint Model Pruning and Resource Allocation for Wireless Time-triggered Federated Learning
by: Zhang, Xinlu, et al.
Published: (2024)

Adversarial Water-Filling: Theory, Algorithms and Foundation Model
by: Tong, Xindi, et al.
Published: (2026)

SCA-LLM: Spectral-Attentive LLM-Based Wireless World Modeling for Agentic Communications
by: He, Ke, et al.
Published: (2025)

Dual-Mind World Models: A General Framework for Learning in Dynamic Wireless Networks
by: Wang, Lingyi, et al.
Published: (2025)

Foundation of Calculating Normalized Maximum Likelihood for Continuous Probability Models
by: Suzuki, Atsushi, et al.
Published: (2024)

Decision Feedback In-Context Learning for Wireless Symbol Detection
by: Fan, Li, et al.
Published: (2025)

XAI for Self-supervised Clustering of Wireless Spectrum Activity
by: Milosheski, Ljupcho, et al.
Published: (2023)

Graph Signal Diffusion Models for Wireless Resource Allocation
by: Uslu, Yigit Berkay, et al.
Published: (2026)

Wireless Power Control Based on Large Language Models
by: Wang, Jiacheng, et al.
Published: (2026)

Deep Adaptive Rate Allocation in Volatile Heterogeneous Wireless Networks
by: Maglione, Gregorio, et al.
Published: (2026)

Forward-Forward Autoencoder Architectures for Energy-Efficient Wireless Communications
by: Seifert, Daniel, et al.
Published: (2025)

Optimizing Wireless Discontinuous Reception via MAC Signaling Learning
by: Pastore, Adriano, et al.
Published: (2024)

Causal Reasoning: Charting a Revolutionary Course for Next-Generation AI-Native Wireless Networks
by: Thomas, Christo Kurisummoottil, et al.
Published: (2023)

Koopman-Based Generalization of Deep Reinforcement Learning With Application to Wireless Communications
by: Termehchi, Atefeh, et al.
Published: (2025)

LWM-Temporal: Sparse Spatio-Temporal Attention for Wireless Channel Representation Learning
by: Alikhani, Sadjad, et al.
Published: (2026)

WDMoE: Wireless Distributed Large Language Models with Mixture of Experts
by: Xue, Nan, et al.
Published: (2024)

Interpretive Efficiency: Information-Geometric Foundations of Data Usefulness
by: Katende, Ronald
Published: (2025)

Providing Differential Privacy for Federated Learning Over Wireless: A Cross-layer Framework
by: Mao, Jiayu, et al.
Published: (2024)

Deep-Unfolded Massive Grant-Free Transmission in Cell-Free Wireless Communication Systems
by: Sun, Gangle, et al.
Published: (2025)

Generating High Dimensional User-Specific Wireless Channels using Diffusion Models
by: Lee, Taekyun, et al.
Published: (2024)

Conditional Denoising Diffusion Probabilistic Models for Data Reconstruction Enhancement in Wireless Communications
by: Letafati, Mehdi, et al.
Published: (2023)

Foundational theories of hesitant fuzzy sets and families of hesitant fuzzy sets
by: Lu, Shizhan, et al.
Published: (2023)

Prioritizing Gradient Sign Over Modulus: An Importance-Aware Framework for Wireless Federated Learning
by: Yue, Yiyang, et al.
Published: (2026)

Learning Capacity: A Measure of the Effective Dimensionality of a Model
by: Chen, Daiwei, et al.
Published: (2023)

Biased Federated Learning under Wireless Heterogeneity
by: Abrar, Muhammad Faraz Ul, et al.
Published: (2025)

Digital versus Analog Transmissions for Federated Learning over Wireless Networks
by: Yao, Jiacheng, et al.
Published: (2024)

A Multi-Task Foundation Model for Wireless Channel Representation Using Contrastive and Masked Autoencoder Learning
by: Guler, Berkay, et al.
Published: (2025)

How Does Attention Help? Insights from Random Matrices on Signal Recovery from Sequence Models
by: Seddik, Mohamed El Amine
Published: (2026)

Variational Diffusion Channel Decoder
by: Zhang, Chengwei, et al.
Published: (2026)

Spectral Scaling Laws in Language Models: How Effectively Do Feed-Forward Networks Use Their Latent Space?
by: Jha, Nandan Kumar, et al.
Published: (2025)

Adversary-Aware Private Inference over Wireless Channels
by: Seif, Mohamed, et al.
Published: (2025)

How Patterns Dictate Learnability in Sequential Data
by: Morawski, Mario, et al.
Published: (2025)

Approximating mutual information of high-dimensional variables using learned representations
by: Gowri, Gokul, et al.
Published: (2024)

Domain-Adaptive Communication-Rate Optimization for Sim-to-Real Humanoid-Robot Wireless XR Teleoperation
by: Xu, Caolu, et al.
Published: (2026)

A Mathematical Theory for Learning Semantic Languages by Abstract Learners
by: Liao, Kuo-Yu, 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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