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Bibliographic Details
Main Authors:	Chen, Chi-Sheng, Kuo, En-Jui
Format:	Preprint
Published:	2026
Subjects:	Quantum Physics Artificial Intelligence
Online Access:	https://arxiv.org/abs/2604.23931
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Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures
by: Chen, Chi-Sheng, et al.
Published: (2025)

Quantum Reinforcement Learning-Guided Diffusion Model for Image Synthesis via Hybrid Quantum-Classical Generative Model Architectures
by: Chen, Chi-Sheng, et al.
Published: (2025)

Unraveling Quantum Environments: Transformer-Assisted Learning in Lindblad Dynamics
by: Chen, Chi-Sheng, et al.
Published: (2025)

Quantum-Enhanced Channel Mixing in RWKV Models for Time Series Forecasting
by: Chen, Chi-Sheng, et al.
Published: (2025)

QKAN-LSTM: Quantum-inspired Kolmogorov-Arnold Long Short-term Memory
by: Hsu, Yu-Chao, et al.
Published: (2025)

Comprehensive Analysis of VQC for Financial Fraud Detection: A Comparative Study of Quantum Encoding Techniques and Architectural Optimizations
by: Abbou, Fouad Mohammed, et al.
Published: (2025)

Quantum-Inspired Geometric Classification with Correlation Group Structures and VQC Decision Modeling
by: Mohanty, Nishikanta, et al.
Published: (2026)

Benchmarking Quantum and Classical Sequential Models for Urban Telecommunication Forecasting
by: Chen, Chi-Sheng, et al.
Published: (2025)

TensorHyper-VQC: A Tensor-Train-Guided Hypernetwork for Robust and Scalable Variational Quantum Computing
by: Qi, Jun, et al.
Published: (2025)

Quantum Gatekeeper: Multi-Factor Context-Bound Image Steganography with VQC Based Key Derivation on Quantum Hardware
by: Tomar, Sahil, et al.
Published: (2026)

From Foundation ECG Models to NISQ Learners: Distilling ECGFounder into a VQC Student
by: Franco, Giovanni dos Santos, et al.
Published: (2026)

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning
by: Peng, Kuo-Chung, et al.
Published: (2026)

Quantum Temporal Convolutional Neural Networks for Cross-Sectional Equity Return Prediction: A Comparative Benchmark Study
by: Chen, Chi-Sheng, et al.
Published: (2025)

Quantum Algorithms for Gowers Norm Estimation, Polynomial Testing, and Arithmetic Progression Counting over Finite Abelian Groups
by: Kuo, En-Jui
Published: (2025)

A Quantum-Classical Collaborative Training Architecture Based on Quantum State Fidelity
by: L'Abbate, Ryan, et al.
Published: (2024)

TabularQGAN: A Quantum Generative Model for Tabular Data
by: Bhardwaj, Pallavi, et al.
Published: (2025)

Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation
by: Chen, Samuel Yen-Chi, et al.
Published: (2025)

Hybrid Quantum-Classical Policy Gradient for Adaptive Control of Cyber-Physical Systems: A Comparative Study of VQC vs. MLP
by: Aueawatthanaphisut, Aueaphum, et al.
Published: (2025)

Platform-Agnostic Modular Architecture for Quantum Benchmarking
by: Patel, Neer, et al.
Published: (2025)

Quantum-Secured Device-Independent Global Positioning System
by: Kam, Chon-Fai, et al.
Published: (2025)

Self-Testing Quantum Error Correcting Codes: Analyzing Computational Hardness
by: Kuo, En-Jui, et al.
Published: (2024)

Quantum Supremacy through Fock State $q$ boson Sampling with Transmon Qubits
by: Kam, Chon-Fai, et al.
Published: (2025)

Beyond Boson Sampling: Higher Spin Sampling as a Practical Path to Quantum Supremacy
by: Kam, Chon-Fai, et al.
Published: (2025)

Quantum Magic in early FTQC: From Diagonal Clifford Hierarchy No-Go Theorems to Architecture Design Blueprints
by: Lu, Hsueh-Hao, et al.
Published: (2026)

Quantum-Enhanced Parameter-Efficient Learning for Typhoon Trajectory Forecasting
by: Liu, Chen-Yu, et al.
Published: (2025)

Introduction to Quantum Machine Learning and Quantum Architecture Search
by: Chen, Samuel Yen-Chi, et al.
Published: (2025)

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

Differentiable Quantum Architecture Search in Asynchronous Quantum Reinforcement Learning
by: Chen, Samuel Yen-Chi
Published: (2024)

Quantum Machine Learning: An Interplay Between Quantum Computing and Machine Learning
by: Qi, Jun, et al.
Published: (2024)

Magic-Informed Quantum Architecture Search
by: Lipardi, Vincenzo, et al.
Published: (2026)

Toward Large-Scale Distributed Quantum Long Short-Term Memory with Modular Quantum Computers
by: Chen, Kuan-Cheng, et al.
Published: (2025)

It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles
by: Park, Junghoon Justin, et al.
Published: (2025)

Unsupervised Feature Extraction and Reconstruction Using Parameterized Quantum Circuits
by: Lo, Li-An, et al.
Published: (2025)

Quantum Long Short-term Memory with Differentiable Architecture Search
by: Chen, Samuel Yen-Chi, et al.
Published: (2025)

Quantum-Train-Based Distributed Multi-Agent Reinforcement Learning
by: Chen, Kuan-Cheng, et al.
Published: (2024)

Quantum keystroke logging
by: Chang, En-Jui
Published: (2025)

Are LLMs Good For Quantum Software, Architecture, and System Design?
by: Wawdhane, Sourish, et al.
Published: (2026)

VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning
by: Qi, Jun, et al.
Published: (2025)

Q-DIVER: Integrated Quantum Transfer Learning and Differentiable Quantum Architecture Search with EEG Data
by: Park, Junghoon Justin, et al.
Published: (2026)

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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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