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Bibliographic Details
Main Authors:	Ma, Xiaoyu, Ding, Ding, Chen, Hao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2510.10986
Tags:	Add Tag No Tags, Be the first to tag this record!

Selective Volume Mixup for Video Action Recognition
by: Tan, Yi, et al.
Published: (2023)

How Can Objects Help Video-Language Understanding?
by: Tang, Zitian, et al.
Published: (2025)

GPT4Image: Large Pre-trained Models Help Vision Models Learn Better on Perception Task
by: Ding, Ning, et al.
Published: (2023)

MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens
by: Ataallah, Kirolos, et al.
Published: (2024)

FC-VFI: Faithful and Consistent Video Frame Interpolation for High-FPS Slow Motion Video Generation
by: Ding, Ganggui, et al.
Published: (2026)

Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better
by: Wang, Dianyi, et al.
Published: (2025)

OneVAE: Joint Discrete and Continuous Optimization Helps Discrete Video VAE Train Better
by: Zhou, Yupeng, et al.
Published: (2025)

ShareGPT4Video: Improving Video Understanding and Generation with Better Captions
by: Chen, Lin, et al.
Published: (2024)

OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning
by: Li, Siyuan, et al.
Published: (2022)

CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning
by: Mushtaq, Erum, et al.
Published: (2024)

Does Hearing Help Seeing? Investigating Audio-Video Joint Denoising for Video Generation
by: Wu, Jianzong, et al.
Published: (2025)

Adversarial AutoMixup
by: Qin, Huafeng, et al.
Published: (2023)

Speak While Watching: Unleashing TRUE Real-Time Video Understanding Capability of Multimodal Large Language Models
by: Lin, Junyan, et al.
Published: (2026)

Diffusion Feedback Helps CLIP See Better
by: Wang, Wenxuan, et al.
Published: (2024)

VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding
by: Fan, Yue, et al.
Published: (2024)

Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification
by: Kumar, Raja, et al.
Published: (2024)

Benchmarking the Trustworthiness in Multimodal LLMs for Video Understanding
by: Wang, Youze, et al.
Published: (2025)

VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks
by: Jang, Lawrence, et al.
Published: (2024)

Shot2Tactic-Caption: Multi-Scale Captioning of Badminton Videos for Tactical Understanding
by: Ding, Ning, et al.
Published: (2025)

Can Graphs Help Vision SSMs See Better?
by: Parikh, Dhruv, et al.
Published: (2026)

VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
by: Yin, Yufei, et al.
Published: (2025)

V-CORE: Temporally Consistent Video Understanding for Video-LLM
by: Kang, Zhengjian, et al.
Published: (2026)

Personalized Video Summarization by Multimodal Video Understanding
by: Chen, Brian, et al.
Published: (2024)

Beyond Raw Videos: Understanding Edited Videos with Large Multimodal Model
by: Xu, Lu, et al.
Published: (2024)

Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
by: Wang, Zhicai, et al.
Published: (2024)

Learning Compact Video Representations for Efficient Long-form Video Understanding in Large Multimodal Models
by: Chen, Yuxiao, et al.
Published: (2026)

Multimodal Language Models See Better When They Look Shallower
by: Chen, Haoran, et al.
Published: (2025)

Vidi: Large Multimodal Models for Video Understanding and Editing
by: Vidi Team, et al.
Published: (2025)

Universal Visuo-Tactile Video Understanding for Embodied Interaction
by: Xie, Yifan, et al.
Published: (2025)

SUMix: Mixup with Semantic and Uncertain Information
by: Qin, Huafeng, et al.
Published: (2024)

FlashVideo: A Framework for Swift Inference in Text-to-Video Generation
by: Lei, Bin, et al.
Published: (2023)

MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs
by: Ye, Wenqian, et al.
Published: (2024)

FIX-CLIP: Dual-Branch Hierarchical Contrastive Learning via Synthetic Captions for Better Understanding of Long Text
by: Wang, Bingchao, et al.
Published: (2025)

Streaming Long Video Understanding with Large Language Models
by: Qian, Rui, et al.
Published: (2024)

REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding
by: Li, Jiaze, et al.
Published: (2025)

Data Processing Techniques for Modern Multimodal Models
by: Li, Yinheng, et al.
Published: (2024)

ST-SimDiff: Balancing Spatiotemporal Similarity and Difference for Efficient Video Understanding with MLLMs
by: Luo, Bingjun, et al.
Published: (2026)

InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
by: Wang, Yi, et al.
Published: (2024)

Understanding Long Videos with Multimodal Language Models
by: Ranasinghe, Kanchana, 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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