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Bibliographic Details
Main Authors:	Wang, Haibo, Feng, Bo, Lai, Zhengfeng, Xu, Mingze, Li, Shiyu, Ge, Weifeng, Dehghan, Afshin, Cao, Meng, Huang, Ping
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2505.05467
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EvoStreaming: Your Offline Video Model Is a Natively Streaming Assistant
by: Wen, Zichen, et al.
Published: (2026)

SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models
by: Xu, Mingze, et al.
Published: (2024)

VSAS-Bench: Real-Time Evaluation of Visual Streaming Assistant Models
by: Vasu, Pavan Kumar Anasosalu, et al.
Published: (2026)

Proactive Assistant Dialogue Generation from Streaming Egocentric Videos
by: Zhang, Yichi, et al.
Published: (2025)

Breaking Down Video LLM Benchmarks: Knowledge, Spatial Perception, or True Temporal Understanding?
by: Feng, Bo, et al.
Published: (2025)

Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question Answering
by: Wang, Haibo, et al.
Published: (2024)

StreamGaze: Gaze-Guided Temporal Reasoning and Proactive Understanding in Streaming Videos
by: Lee, Daeun, et al.
Published: (2025)

Towards Proactive Interactions for In-Vehicle Conversational Assistants Utilizing Large Language Models
by: Du, Huifang, et al.
Published: (2024)

StreamPro: From Reactive Perception to Proactive Decision-Making in Streaming Video
by: Li, Ao, et al.
Published: (2026)

PhoStream: Benchmarking Real-World Streaming for Omnimodal Assistants in Mobile Scenarios
by: Lu, Xudong, et al.
Published: (2026)

Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World Knowledge
by: Wang, Haibo, et al.
Published: (2024)

PaSBench-Video: A Streaming Video Benchmark for Proactive Safety Warning
by: Zhao, Yusong, et al.
Published: (2026)

Eyes Wide Open: Ego Proactive Video-LLM for Streaming Video
by: Zhang, Yulin, et al.
Published: (2025)

Click-to-Ask: An AI Live Streaming Assistant with Offline Copywriting and Online Interactive QA
by: Yu, Ruizhi, et al.
Published: (2026)

Em-Garde: A Propose-Match Framework for Proactive Streaming Video Understanding
by: Zheng, Yikai, et al.
Published: (2026)

Online Misinformation Detection in Live Streaming Videos
by: Cao, Rui
Published: (2025)

Extract-Transform-Load for Video Streams
by: Kossmann, Ferdinand, et al.
Published: (2023)

A Proactive EMR Assistant for Doctor-Patient Dialogue: Streaming ASR, Belief Stabilization, and Preliminary Controlled Evaluation
by: Pan, Zhenhai, et al.
Published: (2026)

OmniPro: A Comprehensive Benchmark for Omni-Proactive Streaming Video Understanding
by: Zhao, Ruixiang, et al.
Published: (2026)

VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges
by: Wang, Yuxuan, et al.
Published: (2024)

Rooms from Motion: Un-posed Indoor 3D Object Detection as Localization and Mapping
by: Lazarow, Justin, et al.
Published: (2025)

RAIN: Real-time Animation of Infinite Video Stream
by: Shu, Zhilei, et al.
Published: (2024)

EgoPro-Bench: Benchmarking Personalized Proactive Interaction in Egocentric Video Streams
by: Ran, Dongchuan, et al.
Published: (2026)

StreamAgent: Towards Anticipatory Agents for Streaming Video Understanding
by: Yang, Haolin, et al.
Published: (2025)

StreamChat: Chatting with Streaming Video
by: Liu, Jihao, et al.
Published: (2024)

SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
by: Yang, Zhenyu, et al.
Published: (2025)

Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models
by: Wang, Haibo, et al.
Published: (2024)

LiveStar: Live Streaming Assistant for Real-World Online Video Understanding
by: Yang, Zhenyu, et al.
Published: (2025)

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

Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding
by: Ma, Ke, et al.
Published: (2026)

Incentivizing Temporal-Awareness in Egocentric Video Understanding Models
by: Xu, Zhiyang, et al.
Published: (2026)

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
by: Tian, Rui, et al.
Published: (2025)

StreamingVLM: Real-Time Understanding for Infinite Video Streams
by: Xu, Ruyi, et al.
Published: (2025)

Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models
by: Wang, Lu, et al.
Published: (2026)

ROMA: Real-time Omni-Multimodal Assistant with Interactive Streaming Understanding
by: Tian, Xueyun, et al.
Published: (2026)

Animate Your Motion: Turning Still Images into Dynamic Videos
by: Li, Mingxiao, et al.
Published: (2024)

AToken: A Unified Tokenizer for Vision
by: Lu, Jiasen, et al.
Published: (2025)

LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding
by: Tong, Junlong, et al.
Published: (2025)

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
by: Wang, Yueqian, et al.
Published: (2025)

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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