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Bibliographic Details
Main Authors:	Chen, Boyu, Wang, Zikang, Yue, Zhengrong, Yan, Kainan, Yu, Chenyun, Huang, Yi, Liu, Zijun, Wen, Yafei, Chen, Xiaoxin, Liu, Yang, Li, Peng, Wang, Yali
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Multiagent Systems
Online Access:	https://arxiv.org/abs/2511.19524
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G-UBS: Towards Robust Understanding of Implicit Feedback via Group-Aware User Behavior Simulation
by: Chen, Boyu, et al.
Published: (2025)

LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
by: Chen, Boyu, et al.
Published: (2025)

VideoChat: Chat-Centric Video Understanding
by: Li, KunChang, et al.
Published: (2023)

VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception
by: Yan, Ziang, et al.
Published: (2025)

A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
by: Liu, Zijun, et al.
Published: (2023)

Online Video Understanding: OVBench and VideoChat-Online
by: Huang, Zhenpeng, et al.
Published: (2024)

LongVideoAgent: Multi-Agent Reasoning with Long Videos
by: Liu, Runtao, et al.
Published: (2025)

MMCD: Multi-Modal Collaborative Decision-Making for Connected Autonomy with Knowledge Distillation
by: Liu, Rui, et al.
Published: (2025)

CACA Agent: Capability Collaboration based AI Agent
by: Xu, Peng, et al.
Published: (2024)

CodeEdu: A Multi-Agent Collaborative Platform for Personalized Coding Education
by: Zhao, Jianing, et al.
Published: (2025)

VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling
by: Li, Xinhao, et al.
Published: (2024)

Sima 1.0: A Collaborative Multi-Agent Framework for Documentary Video Production
by: Song, Zhao
Published: (2026)

ChatDev: Communicative Agents for Software Development
by: Qian, Chen, et al.
Published: (2023)

StoryAgent: Customized Storytelling Video Generation via Multi-Agent Collaboration
by: Hu, Panwen, et al.
Published: (2024)

TAPE: Leveraging Agent Topology for Cooperative Multi-Agent Policy Gradient
by: Lou, Xingzhou, et al.
Published: (2023)

Optimization of Flying Ad Hoc Network Topology and Collaborative Path Planning for Multiple UAVs
by: He, Ming, et al.
Published: (2025)

Subgoal-based Hierarchical Reinforcement Learning for Multi-Agent Collaboration
by: Xu, Cheng, et al.
Published: (2024)

TrustResearcher: Automating Knowledge-Grounded and Transparent Research Ideation with Multi-Agent Collaboration
by: Zhou, Jiawei, et al.
Published: (2025)

ACPs: Agent Collaboration Protocols for the Internet of Agents
by: Liu, Jun, et al.
Published: (2025)

Game-Theoretic Understandings of Multi-Agent Systems with Multiple Objectives
by: Wang, Yue
Published: (2025)

Stronger-MAS: Multi-Agent Reinforcement Learning for Collaborative LLMs
by: Zhao, Yujie, et al.
Published: (2025)

VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning
by: Li, Xinhao, et al.
Published: (2025)

PreMind: Multi-Agent Video Understanding for Advanced Indexing of Presentation-style Videos
by: Wei, Kangda, et al.
Published: (2025)

Optimizing Agent Collaboration through Heuristic Multi-Agent Planning
by: Soffair, Nitsan
Published: (2023)

AgentCVR: Active Multi-Agent Cross-Video Reasoning via Script-Simulated Reinforcement Learning
by: Qiu, Yilun, et al.
Published: (2026)

Facilitating Video Story Interaction with Multi-Agent Collaborative System
by: Zhang, Yiwen, et al.
Published: (2025)

No Panacea in Planning: Algorithm Selection for Suboptimal Multi-Agent Path Finding
by: Chen, Weizhe, et al.
Published: (2024)

Aligning Individual and Collective Objectives in Multi-Agent Cooperation
by: Li, Yang, et al.
Published: (2024)

Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems
by: Hao, Zhezheng, et al.
Published: (2026)

Beyond the Individual: Virtualizing Multi-Disciplinary Reasoning for Clinical Intake via Collaborative Agents
by: Chen, Huangwei, et al.
Published: (2026)

Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
by: Shen, Xu, et al.
Published: (2025)

Collaborative Reinforcement Learning Based Unmanned Aerial Vehicle (UAV) Trajectory Design for 3D UAV Tracking
by: Zhu, Yujiao, et al.
Published: (2024)

Augmented Runtime Collaboration for Self-Organizing Multi-Agent Systems: A Hybrid Bi-Criteria Routing Approach
by: Yang, Qingwen, et al.
Published: (2025)

Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning
by: Chen, Jianming, et al.
Published: (2024)

Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems
by: Wang, Haochun, et al.
Published: (2025)

Vaiage: A Multi-Agent Solution to Personalized Travel Planning
by: Liu, Binwen, et al.
Published: (2025)

CCL: Collaborative Curriculum Learning for Sparse-Reward Multi-Agent Reinforcement Learning via Co-evolutionary Task Evolution
by: Lin, Yufei, et al.
Published: (2025)

Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey
by: Zhang, Ruiqi, et al.
Published: (2024)

Heterogeneous Value Decomposition Policy Fusion for Multi-Agent Cooperation
by: Wang, Siying, 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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