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Bibliographic Details
Main Authors:	Li, Mingsheng, Zhang, Lin, Zhu, Mingzhen, Huang, Zilong, Yu, Gang, Fan, Jiayuan, Chen, Tao
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2406.11689
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Let ViT Speak: Generative Language-Image Pre-training
by: Fang, Yan, et al.
Published: (2026)

CLIPose: Category-Level Object Pose Estimation with Pre-trained Vision-Language Knowledge
by: Lin, Xiao, et al.
Published: (2024)

Compressing Multi-Task Model for Autonomous Driving via Pruning and Knowledge Distillation
by: Wang, Jiayuan, et al.
Published: (2025)

Classification Done Right for Vision-Language Pre-Training
by: Huang, Zilong, et al.
Published: (2024)

Flow Distillation Sampling: Regularizing 3D Gaussians with Pre-trained Matching Priors
by: Chen, Lin-Zhuo, et al.
Published: (2025)

VILA: On Pre-training for Visual Language Models
by: Lin, Ji, et al.
Published: (2023)

Knowledge Distillation via the Target-aware Transformer
by: Lin, Sihao, et al.
Published: (2022)

Efficient Face Image Quality Assessment via Self-training and Knowledge Distillation
by: Sun, Wei, et al.
Published: (2025)

Student-Oriented Teacher Knowledge Refinement for Knowledge Distillation
by: Shen, Chaomin, et al.
Published: (2024)

Improving Lightweight Weed Detection via Knowledge Distillation
by: Saltık, Ahmet Oğuz, et al.
Published: (2025)

Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model
by: Zhong, Jincheng, et al.
Published: (2025)

FreeKD: Knowledge Distillation via Semantic Frequency Prompt
by: Zhang, Yuan, et al.
Published: (2023)

Continual Forgetting for Pre-trained Vision Models
by: Zhao, Hongbo, et al.
Published: (2024)

CoMP: Continual Multimodal Pre-training for Vision Foundation Models
by: Chen, Yitong, et al.
Published: (2025)

FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning
by: Zhu, Meilu, et al.
Published: (2025)

$Δ$VLA: Prior-Guided Vision-Language-Action Models via World Knowledge Variation
by: Zhu, Yijie, et al.
Published: (2026)

Teacher-Guided Student Self-Knowledge Distillation Using Diffusion Model
by: Wang, Yu, et al.
Published: (2026)

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

ComKD-CLIP: Comprehensive Knowledge Distillation for Contrastive Language-Image Pre-traning Model
by: Chen, Yifan, et al.
Published: (2024)

Exploring Pre-trained Text-to-Video Diffusion Models for Referring Video Object Segmentation
by: Zhu, Zixin, et al.
Published: (2024)

Generic Knowledge Boosted Pre-training For Remote Sensing Images
by: Huang, Ziyue, et al.
Published: (2024)

Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning
by: Yu, Lu, et al.
Published: (2024)

Scene123: One Prompt to 3D Scene Generation via Video-Assisted and Consistency-Enhanced MAE
by: Yang, Yiying, et al.
Published: (2024)

Retaining and Enhancing Pre-trained Knowledge in Vision-Language Models with Prompt Ensembling
by: Kim, Donggeun, et al.
Published: (2024)

SG-MIM: Structured Knowledge Guided Efficient Pre-training for Dense Prediction
by: Son, Sumin, et al.
Published: (2024)

Understanding the Multi-modal Prompts of the Pre-trained Vision-Language Model
by: Ma, Shuailei, et al.
Published: (2023)

Grounded Knowledge-Enhanced Medical Vision-Language Pre-training for Chest X-Ray
by: Deng, Qiao, et al.
Published: (2024)

DreamLIP: Language-Image Pre-training with Long Captions
by: Zheng, Kecheng, et al.
Published: (2024)

MAA: Meticulous Adversarial Attack against Vision-Language Pre-trained Models
by: Zhang, Peng-Fei, et al.
Published: (2025)

GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training
by: Xia, Renqiu, et al.
Published: (2024)

UNIFORM: Unifying Knowledge from Large-scale and Diverse Pre-trained Models
by: Wang, Yimu, et al.
Published: (2025)

Efficient and Effective Universal Adversarial Attack against Vision-Language Pre-training Models
by: Yang, Fan, et al.
Published: (2024)

IRBridge: Solving Image Restoration Bridge with Pre-trained Generative Diffusion Models
by: Wang, Hanting, et al.
Published: (2025)

Anatomical Structure-Guided Medical Vision-Language Pre-training
by: Li, Qingqiu, et al.
Published: (2024)

SDPose: Tokenized Pose Estimation via Circulation-Guide Self-Distillation
by: Chen, Sichen, et al.
Published: (2024)

VLATTACK: Multimodal Adversarial Attacks on Vision-Language Tasks via Pre-trained Models
by: Yin, Ziyi, et al.
Published: (2023)

Flow Augmentation and Knowledge Distillation for Lightweight Face Presentation Attack Detection
by: Jabbar, Muhammad Shahid, et al.
Published: (2026)

NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-training
by: Tao, Yiyi, et al.
Published: (2024)

Rethinking UMM Visual Generation: Masked Modeling for Efficient Image-Only Pre-training
by: Sun, Peng, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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