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Bibliographic Details
Main Authors:	Feng, Yukun, Shi, Yangming, Liu, Fengze, Yan, Tan
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2402.18577
Tags:	Add Tag No Tags, Be the first to tag this record!

Fre-Res: Frequency-Residual Video Token Compression for Efficient Video MLLMs
by: Feng, Yigui, et al.
Published: (2026)

DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer
by: Wu, Yecheng, et al.
Published: (2025)

StreamingTOM: Streaming Token Compression for Efficient Video Understanding
by: Chen, Xueyi, et al.
Published: (2025)

Factorized-Dreamer: Training A High-Quality Video Generator with Limited and Low-Quality Data
by: Yang, Tao, et al.
Published: (2024)

QMoP: Query Guided Mixture-of-Projector for Efficient Visual Token Compression
by: Li, Zhongyang, et al.
Published: (2026)

Contribution-aware Token Compression for Efficient Video Understanding via Reinforcement Learning
by: Ma, Yinchao, et al.
Published: (2026)

An Invisible Backdoor Attack Based On Semantic Feature
by: Chen, Yangming
Published: (2024)

FCoT-VL:Advancing Text-oriented Large Vision-Language Models with Efficient Visual Token Compression
by: Li, Jianjian, et al.
Published: (2025)

TokenMotion: Decoupled Motion Control via Token Disentanglement for Human-centric Video Generation
by: Li, Ruineng, et al.
Published: (2025)

Geometry-Guided Camera Motion Understanding in VideoLLMs
by: Feng, Haoan, et al.
Published: (2026)

PhyVLLM: Physics-Guided Video Language Model with Motion-Appearance Disentanglement
by: Zhan, Yu-Wei, et al.
Published: (2025)

Motion-Aware Caching for Efficient Autoregressive Video Generation
by: Xu, Jing, et al.
Published: (2026)

FLoC: Facility Location-Based Efficient Visual Token Compression for Long Video Understanding
by: Cho, Janghoon, et al.
Published: (2025)

Physics-Guided Motion Loss for Video Generation Model
by: Xue, Bowen, et al.
Published: (2025)

Locatability-Guided Adaptive Reasoning for Image Geo-Localization with Vision-Language Models
by: Yu, Bo, et al.
Published: (2026)

InfoTok: Adaptive Discrete Video Tokenizer via Information-Theoretic Compression
by: Ye, Haotian, et al.
Published: (2025)

OTT-Vid: Optimal Transport Temporal Token Compression for Video Large Language Models
by: Kang, Minseok, et al.
Published: (2026)

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models
by: Liu, Zhihang, et al.
Published: (2025)

Through-The-Mask: Mask-based Motion Trajectories for Image-to-Video Generation
by: Yariv, Guy, et al.
Published: (2025)

VideoMaMa: Mask-Guided Video Matting via Generative Prior
by: Lim, Sangbeom, et al.
Published: (2026)

TTF: Temporal Token Fusion for Efficient Video-Language Model
by: Huo, Simin, et al.
Published: (2026)

Token Sequence Compression for Efficient Multimodal Computing
by: Omri, Yasmine, et al.
Published: (2025)

Mask and Compress: Efficient Skeleton-based Action Recognition in Continual Learning
by: Mosconi, Matteo, et al.
Published: (2024)

HybridToken-VLM: Hybrid Token Compression for Vision-Language Models
by: Zhang, Jusheng, et al.
Published: (2025)

SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model
by: Li, Zhengang, et al.
Published: (2024)

ImgCoT: Compressing Long Chain of Thought into Compact Visual Tokens for Efficient Reasoning of Large Language Model
by: Chen, Xiaoshu, et al.
Published: (2026)

LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token
by: Zhang, Shaolei, et al.
Published: (2025)

Advanced Sign Language Video Generation with Compressed and Quantized Multi-Condition Tokenization
by: Wang, Cong, et al.
Published: (2025)

Masked Autoencoders Are Effective Tokenizers for Diffusion Models
by: Chen, Hao, et al.
Published: (2025)

Efficient Video Diffusion with Sparse Information Transmission for Video Compression
by: Zhou, Mingde, et al.
Published: (2026)

Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning
by: Qin, Jialong, et al.
Published: (2025)

Efficient Training for Human Video Generation with Entropy-Guided Prioritized Progressive Learning
by: Li, Changlin, et al.
Published: (2025)

StreamingAssistant: Efficient Visual Token Pruning for Accelerating Online Video Understanding
by: Jin, Xinqi, et al.
Published: (2025)

AnyMo: Scaling Any-Modality Conditional Motion Generation with Masked Modeling
by: Li, Yiheng, et al.
Published: (2026)

Cross-modal Information Flow in Multimodal Large Language Models
by: Zhang, Zhi, et al.
Published: (2024)

Physics-Grounded Motion Forecasting via Equation Discovery for Trajectory-Guided Image-to-Video Generation
by: Feng, Tao, et al.
Published: (2025)

DC-VideoGen: Efficient Video Generation with Deep Compression Video Autoencoder
by: Chen, Junyu, et al.
Published: (2025)

VideoMAR: Autoregressive Video Generatio with Continuous Tokens
by: Yu, Hu, et al.
Published: (2025)

AMG: Avatar Motion Guided Video Generation
by: Yang, Zhangsihao, et al.
Published: (2024)

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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