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Bibliographic Details
Main Authors:	Wang, Jinyan, Yang, Liu, Wei, Yuecen, Si, Jiaxuan, Guo, Chenhao, Sun, Qingyun, Li, Xianxian, Fu, Xingcheng
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2505.20074
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Prompt-based Unifying Inference Attack on Graph Neural Networks
by: Wei, Yuecen, et al.
Published: (2024)

Hyperbolic Geometric Latent Diffusion Model for Graph Generation
by: Fu, Xingcheng, et al.
Published: (2024)

Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding
by: Wei, Yuecen, et al.
Published: (2023)

Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning
by: Song, Yudan, et al.
Published: (2025)

Toward a Unified Geometry Understanding: Riemannian Diffusion Framework for Graph Generation and Prediction
by: Gao, Yisen, et al.
Published: (2025)

Robust Graph Learning Against Adversarial Evasion Attacks via Prior-Free Diffusion-Based Structure Purification
by: Luo, Jiayi, et al.
Published: (2025)

Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck
by: Fu, Xingcheng, et al.
Published: (2024)

Discrete Curvature Graph Information Bottleneck
by: Fu, Xingcheng, et al.
Published: (2024)

Evolving Graph Learning for Out-of-Distribution Generalization in Non-stationary Environments
by: Sun, Qingyun, et al.
Published: (2025)

Real-World Benchmarks Make Membership Inference Attacks Fail on Diffusion Models
by: Liang, Chumeng, et al.
Published: (2024)

GraphKeeper: Graph Domain-Incremental Learning via Knowledge Disentanglement and Preservation
by: Guo, Zihao, et al.
Published: (2025)

Range Membership Inference Attacks
by: Tao, Jiashu, et al.
Published: (2024)

Who Owns This Sample: Cross-Client Membership Inference Attack in Federated Graph Neural Networks
by: Li, Kunhao, et al.
Published: (2025)

SA$^{2}$GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation
by: Shi, Junhua, et al.
Published: (2025)

Imitative Membership Inference Attack
by: Du, Yuntao, et al.
Published: (2025)

Is Fixing Schema Graphs Necessary? Full-Resolution Graph Structure Learning for Relational Deep Learning
by: Huang, Yi, et al.
Published: (2026)

Causal Evaluation of Membership Inference Attacks
by: Even, Mathieu, et al.
Published: (2026)

Sequential Membership Inference Attacks
by: Michel, Thomas, et al.
Published: (2026)

Membership Inference Attack with Partial Features
by: Wang, Xurun, et al.
Published: (2025)

Rethinking Membership Inference Attacks Against Transfer Learning
by: Wu, Cong, et al.
Published: (2025)

Dynamic Graph Information Bottleneck
by: Yuan, Haonan, et al.
Published: (2024)

How does Bayesian Sampling help Membership Inference Attacks?
by: Liu, Zhenlong, et al.
Published: (2025)

Membership Inference Attacks on Sequence Models
by: Rossi, Lorenzo, et al.
Published: (2025)

Membership Inference Attacks for Unseen Classes
by: Thaker, Pratiksha, et al.
Published: (2025)

Membership Inference Attacks Beyond Overfitting
by: Khalil, Mona, et al.
Published: (2025)

Cascading and Proxy Membership Inference Attacks
by: Du, Yuntao, et al.
Published: (2025)

Zero-shot Generalizable Graph Anomaly Detection with Mixture of Riemannian Experts
by: Zhao, Xinyu, et al.
Published: (2026)

On Membership Inference Attacks in Knowledge Distillation
by: Cui, Ziyao, et al.
Published: (2025)

Low-Cost High-Power Membership Inference Attacks
by: Zarifzadeh, Sajjad, et al.
Published: (2023)

Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach
by: Deng, Guilin, et al.
Published: (2026)

Membership Inference Attacks with False Discovery Rate Control
by: Zhao, Chenxu, et al.
Published: (2025)

RAG-GFM: Overcoming In-Memory Bottlenecks in Graph Foundation Models via Retrieval-Augmented Generation
by: Yuan, Haonan, et al.
Published: (2026)

Practical Bayes-Optimal Membership Inference Attacks
by: Lassila, Marcus, et al.
Published: (2025)

Hyperparameters in Score-Based Membership Inference Attacks
by: Pradhan, Gauri, et al.
Published: (2025)

Membership Inference Attacks on Large-Scale Models: A Survey
by: Wu, Hengyu, et al.
Published: (2025)

TAMIS: Tailored Membership Inference Attacks on Synthetic Data
by: Andrey, Paul, et al.
Published: (2025)

SoK: Challenges in Tabular Membership Inference Attacks
by: Pêra, Cristina, et al.
Published: (2026)

Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
by: Qin, Jiawen, et al.
Published: (2024)

Graph-Level Label-Only Membership Inference Attack against Graph Neural Networks
by: Dai, Jiazhu, 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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