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Main Authors:	Lei, Wa-Kin, Chen, Jun-Cheng, Chen, Shang-Tse
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2509.11724
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Trap-MID: Trapdoor-based Defense against Model Inversion Attacks
by: Liu, Zhen-Ting, et al.
Published: (2024)

DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models
by: Lu, Cheng, et al.
Published: (2022)

Revisiting Semi-supervised Adversarial Robustness via Noise-aware Online Robust Distillation
by: Wu, Tsung-Han, et al.
Published: (2024)

Bayesian Diffusion Models for 3D Shape Reconstruction
by: Xu, Haiyang, et al.
Published: (2024)

Boosting Gradient Leakage Attacks: Data Reconstruction in Realistic FL Settings
by: Fan, Mingyuan, et al.
Published: (2025)

AutoDFP: Automatic Data-Free Pruning via Channel Similarity Reconstruction
by: Li, Siqi, et al.
Published: (2024)

History-Guided Video Diffusion
by: Song, Kiwhan, et al.
Published: (2025)

MS-Mix: Sentiment-Guided Adaptive Augmentation for Multimodal Sentiment Analysis
by: Zhu, Hongyu, et al.
Published: (2025)

FRIDU: Functional Map Refinement with Guided Image Diffusion
by: Rimon, Avigail Cohen, et al.
Published: (2025)

Tuning Just Enough: Lightweight Backdoor Attacks on Multi-Encoder Diffusion Models
by: Chen, Ziyuan, et al.
Published: (2026)

Inference Attacks Against Face Recognition Model without Classification Layers
by: Huang, Yuanqing, et al.
Published: (2024)

Guiding a Diffusion Transformer with the Internal Dynamics of Itself
by: Zhou, Xingyu, et al.
Published: (2025)

Scaling Laws for Black box Adversarial Attacks
by: Liu, Chuan, et al.
Published: (2024)

Freeplane: Unlocking Free Lunch in Triplane-Based Sparse-View Reconstruction Models
by: Sun, Wenqiang, et al.
Published: (2024)

Invisible Backdoor Attacks on Diffusion Models
by: Li, Sen, et al.
Published: (2024)

Representation-Conditioned Diffusion Models for Guided Training Data Generation
by: Karthikeyan, Nithesh Chandher, et al.
Published: (2026)

Diffusion-Guided Gaussian Splatting for Large-Scale Unconstrained 3D Reconstruction and Novel View Synthesis
by: Mithun, Niluthpol Chowdhury, et al.
Published: (2025)

Reconstruction-Guided Slot Curriculum: Addressing Object Over-Fragmentation in Video Object-Centric Learning
by: Moon, WonJun, et al.
Published: (2026)

VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models
by: Chou, Sheng-Yen, et al.
Published: (2023)

Video Reconstruction using Diffusion-based Image-to-Video Generation with Trajectory Guidance
by: Bompai, Stelio, et al.
Published: (2026)

Leveraging Diffusion For Strong and High Quality Face Morphing Attacks
by: Blasingame, Zander W., et al.
Published: (2023)

DreamWaltz-G: Expressive 3D Gaussian Avatars from Skeleton-Guided 2D Diffusion
by: Huang, Yukun, et al.
Published: (2024)

UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models
by: Kapsalis, Timo
Published: (2024)

Guiding Diffusion-based Reconstruction with Contrastive Signals for Balanced Visual Representation
by: Han, Boyu, et al.
Published: (2026)

Consistency Diffusion Bridge Models
by: He, Guande, et al.
Published: (2024)

Salient Object-Aware Background Generation using Text-Guided Diffusion Models
by: Eshratifar, Amir Erfan, et al.
Published: (2024)

A Gray-box Attack against Latent Diffusion Model-based Image Editing by Posterior Collapse
by: Guo, Zhongliang, et al.
Published: (2024)

AIM: Additional Image Guided Generation of Transferable Adversarial Attacks
by: Li, Teng, et al.
Published: (2025)

Dual-Model Defense: Safeguarding Diffusion Models from Membership Inference Attacks through Disjoint Data Splitting
by: Tran, Bao Q., et al.
Published: (2024)

RenderDiffusion: Image Diffusion for 3D Reconstruction, Inpainting and Generation
by: Anciukevičius, Titas, et al.
Published: (2022)

Mind the Gap: Confidence Discrepancy Can Guide Federated Semi-Supervised Learning Across Pseudo-Mismatch
by: Liu, Yijie, et al.
Published: (2025)

Diffusion Reconstruction of Ultrasound Images with Informative Uncertainty
by: Zhang, Yuxin, et al.
Published: (2023)

CRM: Single Image to 3D Textured Mesh with Convolutional Reconstruction Model
by: Wang, Zhengyi, et al.
Published: (2024)

Benchmarking Transferable Adversarial Attacks
by: Jin, Zhibo, et al.
Published: (2024)

Spectrally-Guided Diffusion Noise Schedules
by: Esteves, Carlos, et al.
Published: (2026)

DepMicroDiff: Diffusion-Based Dependency-Aware Multimodal Imputation for Microbiome Data
by: Sadia, Rabeya Tus, et al.
Published: (2025)

Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains
by: Wang, Lei, et al.
Published: (2024)

Exploring Adversarial Attacks against Latent Diffusion Model from the Perspective of Adversarial Transferability
by: Chen, Junxi, et al.
Published: (2024)

Implicit Neural Representations for Simultaneous Reduction and Continuous Reconstruction of Multi-Altitude Climate Data
by: Qayyum, Alif Bin Abdul, 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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