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Main Authors:	Curl, Emily, Ampomah, Kofi, Erfan, Md, Dibbo, Sayanton
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2604.16532
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Improving Robustness to Model Inversion Attacks via Sparse Coding Architectures
by: Dibbo, Sayanton V., et al.
Published: (2024)

Do We Really Need Quantum Machine Learning?: A Multidimensional Empirical Study
by: Vhaduri, Sudip, et al.
Published: (2026)

Cross-Modal Transferable Image-to-Video Attack on Video Quality Metrics
by: Gotin, Georgii, et al.
Published: (2025)

Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers
by: Zheng, Weijie, et al.
Published: (2024)

Adversarial Attacks on Medical Hyperspectral Imaging Exploiting Spectral-Spatial Dependencies and Multiscale Features
by: Gu, Yunrui, et al.
Published: (2026)

Devling into Adversarial Transferability on Image Classification: Review, Benchmark, and Evaluation
by: Wang, Xiaosen, et al.
Published: (2026)

Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial Attacks
by: Hossain, Md Zarif, et al.
Published: (2024)

Transferable Adversarial Face Attack with Text Controlled Attribute
by: Li, Wenyun, et al.
Published: (2024)

Adversarial Attack Against Images Classification based on Generative Adversarial Networks
by: Yang, Yahe
Published: (2024)

Transferable Adversarial Facial Images for Privacy Protection
by: Li, Minghui, et al.
Published: (2024)

FACL-Attack: Frequency-Aware Contrastive Learning for Transferable Adversarial Attacks
by: Yang, Hunmin, et al.
Published: (2024)

Robustness Evaluation of OCR-based Visual Document Understanding under Multi-Modal Adversarial Attacks
by: Tien, Dong Nguyen, et al.
Published: (2025)

X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP
by: Huang, Hanxun, et al.
Published: (2025)

RefSR-Adv: Adversarial Attack on Reference-based Image Super-Resolution Models
by: Dai, Jiazhu, et al.
Published: (2026)

AdvI2I: Adversarial Image Attack on Image-to-Image Diffusion models
by: Zeng, Yaopei, et al.
Published: (2024)

PB-UAP: Hybrid Universal Adversarial Attack For Image Segmentation
by: Song, Yufei, et al.
Published: (2024)

Iterative Adversarial Attack on Image-guided Story Ending Generation
by: Wang, Youze, et al.
Published: (2023)

Emotion Loss Attacking: Adversarial Attack Perception for Skeleton based on Multi-dimensional Features
by: Liu, Feng, et al.
Published: (2024)

Enhancing Adversarial Transferability in Visual-Language Pre-training Models via Local Shuffle and Sample-based Attack
by: Liu, Xin, et al.
Published: (2025)

PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates
by: Shi, Junjie, et al.
Published: (2024)

Brain Tumor Classifiers Under Attack: Robustness of ResNet Variants Against Transferable FGSM and PGD Attacks
by: Deem, Ryan, et al.
Published: (2026)

Steal Now and Attack Later: Evaluating Robustness of Object Detection against Black-box Adversarial Attacks
by: Chen, Erh-Chung, et al.
Published: (2024)

Improving the Transferability of Adversarial Attacks by an Input Transpose
by: Wan, Qing, et al.
Published: (2025)

Robustness of Vision Language Models Against Split-Image Harmful Input Attacks
by: Rashid, Md Rafi Ur, et al.
Published: (2026)

Adversarial Attacks and Defenses on Text-to-Image Diffusion Models: A Survey
by: Zhang, Chenyu, et al.
Published: (2024)

Physics-Based Benchmarking Metrics for Multimodal Synthetic Images
by: Gupta, Kishor Datta, et al.
Published: (2025)

Transfer or Self-Supervised? Bridging the Performance Gap in Medical Imaging
by: Zhao, Zehui, et al.
Published: (2024)

Adversarial Prompt Injection Attack on Multimodal Large Language Models
by: Ding, Meiwen, et al.
Published: (2026)

Prompt-Driven Contrastive Learning for Transferable Adversarial Attacks
by: Yang, Hunmin, et al.
Published: (2024)

One Noise to Rule Them All: Multi-View Adversarial Attacks with Universal Perturbation
by: Ergezer, Mehmet, et al.
Published: (2024)

Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving
by: Wang, Lu, et al.
Published: (2025)

Human-Imperceptible Physical Adversarial Attack for NIR Face Recognition Models
by: Xie, Songyan, et al.
Published: (2025)

FedDAG: Federated Domain Adversarial Generation Towards Generalizable Medical Image Analysis
by: Che, Haoxuan, et al.
Published: (2025)

Probabilistic Modeling of Multi-rater Medical Image Segmentation for Diversity and Personalization
by: Liu, Ke, et al.
Published: (2025)

Medical Large Vision Language Models with Multi-Image Visual Ability
by: Yang, Xikai, et al.
Published: (2025)

Quantifying Explanation Consistency: The C-Score Metric for CAM-Based Explainability in Medical Image Classification
by: Elangovan, Kabilan, et al.
Published: (2026)

Superpixel Attack: Enhancing Black-box Adversarial Attack with Image-driven Division Areas
by: Oe, Issa, et al.
Published: (2025)

Hybrid Congestion Classification Framework Using Flow-Guided Attention and Empirical Mode Decomposition
by: Denteh, Eugene Kofi Okrah, et al.
Published: (2026)

Generative Adversarial Networks in Ultrasound Imaging: Extending Field of View Beyond Conventional Limits
by: Gazda, Matej, 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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