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Bibliographic Details
Main Authors:	Cao, Meng, Tang, Haoran, Zhao, Haoze, Han, Mingfei, Liu, Ruyang, Sun, Qiang, Chang, Xiaojun, Reid, Ian, Liang, Xiaodan
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2601.16471
Tags:	Add Tag No Tags, Be the first to tag this record!

Ground-R1: Incentivizing Grounded Visual Reasoning via Reinforcement Learning
by: Cao, Meng, et al.
Published: (2025)

Video Spatial Reasoning with Object-Centric 3D Rollout
by: Tang, Haoran, et al.
Published: (2025)

Flow4Agent: Long-form Video Understanding via Motion Prior from Optical Flow
by: Liu, Ruyang, et al.
Published: (2025)

MUSE: Mamba is Efficient Multi-scale Learner for Text-video Retrieval
by: Tang, Haoran, et al.
Published: (2024)

Seeing through Imagination: Learning Scene Geometry via Implicit Spatial World Modeling
by: Cao, Meng, et al.
Published: (2025)

RAP: Efficient Text-Video Retrieval with Sparse-and-Correlated Adapter
by: Cao, Meng, et al.
Published: (2024)

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

CARE What Fails: Contrastive Anchored-REflection for Verifiable Multimodal Reasoning
by: Wang, Yongxin, et al.
Published: (2025)

Implicit Geometry Representations for Vision-and-Language Navigation from Web Videos
by: Han, Mingfei, et al.
Published: (2026)

RoomTour3D: Geometry-Aware Video-Instruction Tuning for Embodied Navigation
by: Han, Mingfei, et al.
Published: (2024)

LongVLM: Efficient Long Video Understanding via Large Language Models
by: Weng, Yuetian, et al.
Published: (2024)

Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos
by: Han, Mingfei, et al.
Published: (2023)

Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models
by: Cao, Meng, et al.
Published: (2025)

PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance
by: Sun, Shangkun, et al.
Published: (2024)

SpatialDreamer: Incentivizing Spatial Reasoning via Active Mental Imagery
by: Cao, Meng, et al.
Published: (2025)

World2Act: Latent Action Post-Training from World Model Dynamics
by: Vuong, An Dinh, et al.
Published: (2026)

Beyond Dense Futures: World Models as Structured Planners for Robotic Manipulation
by: Jin, Minghao, et al.
Published: (2026)

Progressive Online Video Understanding with Evidence-Aligned Timing and Transparent Decisions
by: Zhang, Kecheng, et al.
Published: (2026)

EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation
by: Wang, Yongxin, et al.
Published: (2024)

PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly
by: Ma, Liang, et al.
Published: (2025)

Finite Automata Extraction: Low-data World Model Learning as Programs from Gameplay Video
by: Goel, Dave, et al.
Published: (2025)

BridgeIV: Bridging Customized Image and Video Generation through Test-Time Autoregressive Identity Propagation
by: Hu, Panwen, et al.
Published: (2025)

CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation
by: Hao, Haihong, et al.
Published: (2025)

ST-LLM: Large Language Models Are Effective Temporal Learners
by: Liu, Ruyang, et al.
Published: (2024)

Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding
by: Hu, Pengfei, et al.
Published: (2025)

GLaD: Geometric Latent Distillation for Vision-Language-Action Models
by: Guo, Minghao, et al.
Published: (2025)

JEUX Gameplay
by: Kukkonen, Karin, et al.
Published: (2025)

Bridging Chaos Game Representations and $k$-mer Frequencies of DNA Sequences
by: He, Haoze, et al.
Published: (2025)

Continual LLaVA: Continual Instruction Tuning in Large Vision-Language Models
by: Cao, Meng, et al.
Published: (2024)

Reframing Pedagogical Practices Through the UTBO ‐ CLIL Framework in Art and Design Higher Education
by: Li Ruyang, et al.
Published: (2026)

Gameplay Highlights Generation
by: Edithal, Vignesh, et al.
Published: (2025)

MLP Can Be A Good Transformer Learner
by: Lin, Sihao, et al.
Published: (2024)

WISA: World Simulator Assistant for Physics-Aware Text-to-Video Generation
by: Wang, Jing, et al.
Published: (2025)

Automated Bug Frame Retrieval from Gameplay Videos Using Vision-Language Models
by: Lu, Wentao, et al.
Published: (2025)

Predicting Genetic Mutation from Whole Slide Images via Biomedical-Linguistic Knowledge Enhanced Multi-label Classification
by: Huang, Gexin, et al.
Published: (2024)

Semantic, Orthographic, and Phonological Biases in Humans' Wordle Gameplay
by: Liang, Jiadong, et al.
Published: (2024)

Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation
by: Sun, Mingfei
Published: (2026)

SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
by: Xu, Mingze, et al.
Published: (2025)

Volt Hockey Equipment and Gameplay
by: Avery Melam
Published: (2026)

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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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