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Main Authors:	Yan, Huimin, Yang, Xian, Bai, Liang, Liang, Jiye
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2502.18047
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STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment
by: Lee, Jaewoo, et al.
Published: (2023)

Utilizing Synthetic Data for Medical Vision-Language Pre-training: Bypassing the Need for Real Images
by: Liu, Che, et al.
Published: (2023)

Distributionally Robust Alignment for Medical Federated Vision-Language Pre-training Under Data Heterogeneity
by: Shuai, Zitao, et al.
Published: (2024)

Multimodal Autoregressive Pre-training of Large Vision Encoders
by: Fini, Enrico, et al.
Published: (2024)

Learning to Rank Pre-trained Vision-Language Models for Downstream Tasks
by: Ding, Yuhe, et al.
Published: (2024)

A Medical Data-Effective Learning Benchmark for Highly Efficient Pre-training of Foundation Models
by: Yang, Wenxuan, et al.
Published: (2024)

Understanding Multimodal Hallucination with Parameter-Free Representation Alignment
by: Wang, Yueqian, et al.
Published: (2024)

Machine Unlearning on Pre-trained Models by Residual Feature Alignment Using LoRA
by: Qin, Laiqiao, et al.
Published: (2024)

IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-training
by: Liu, Che, et al.
Published: (2023)

MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning
by: Peng, Liang, et al.
Published: (2023)

Self-Supervised Learning for Pre-training Capsule Networks: Overcoming Medical Imaging Dataset Challenges
by: El-Shimy, Heba, et al.
Published: (2025)

Multi-modal Vision Pre-training for Medical Image Analysis
by: Rui, Shaohao, et al.
Published: (2024)

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training
by: McKinzie, Brandon, et al.
Published: (2024)

CrossFuse: Learning Infrared and Visible Image Fusion by Cross-Sensor Top-K Vision Alignment and Beyond
by: Shi, Yukai, et al.
Published: (2025)

VisionPAD: A Vision-Centric Pre-training Paradigm for Autonomous Driving
by: Zhang, Haiming, et al.
Published: (2024)

Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy
by: Roth, Marcel, et al.
Published: (2024)

Vehicle-centric Perception via Multimodal Structured Pre-training
by: Wu, Wentao, et al.
Published: (2025)

Enhancing Vision-Language Model Pre-training with Image-text Pair Pruning Based on Word Frequency
by: Liang, Mingliang, et al.
Published: (2024)

Resilient Contrastive Pre-training under Non-Stationary Drift
by: Yang, Xiaoyu, et al.
Published: (2025)

Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models
by: Han, Xu, et al.
Published: (2024)

Efficient Pre-training for Localized Instruction Generation of Videos
by: Batra, Anil, et al.
Published: (2023)

EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation
by: Wang, Yongxin, et al.
Published: (2024)

FORESEE: Multimodal and Multi-view Representation Learning for Robust Prediction of Cancer Survival
by: Pan, Liangrui, et al.
Published: (2024)

Not All Prompts Are Secure: A Switchable Backdoor Attack Against Pre-trained Vision Transformers
by: Yang, Sheng, et al.
Published: (2024)

G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training
by: Liu, Che, et al.
Published: (2023)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models
by: Lai, Zhengfeng, et al.
Published: (2024)

Inverse-LLaVA: Eliminating Alignment Pre-training Through Text-to-Vision Mapping
by: Zhan, Xuhui, et al.
Published: (2025)

Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
by: Du, Yuexi, et al.
Published: (2024)

Split Adaptation for Pre-trained Vision Transformers
by: Wang, Lixu, et al.
Published: (2025)

Feature Unlearning for Pre-trained GANs and VAEs
by: Moon, Saemi, et al.
Published: (2023)

MultiMed: Massively Multimodal and Multitask Medical Understanding
by: Mo, Shentong, et al.
Published: (2024)

Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models
by: Lian, Chenyu, et al.
Published: (2025)

Centered Masking for Language-Image Pre-Training
by: Liang, Mingliang, et al.
Published: (2024)

EVE: Efficient Vision-Language Pre-training with Masked Prediction and Modality-Aware MoE
by: Chen, Junyi, et al.
Published: (2023)

Shortcutting Pre-trained Flow Matching Diffusion Models is Almost Free Lunch
by: Cai, Xu, et al.
Published: (2025)

Epistemic Uncertainty Quantification For Pre-trained Neural Network
by: Wang, Hanjing, et al.
Published: (2024)

Boosting Vision Semantic Density with Anatomy Normality Modeling for Medical Vision-language Pre-training
by: Cao, Weiwei, et al.
Published: (2025)

Align Your Query: Representation Alignment for Multimodality Medical Object Detection
by: Seo, Ara, et al.
Published: (2025)

Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training
by: Bawazir, Ameera, 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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