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Bibliographic Details
Main Authors:	Hong, Minjie, Guo, Zirun, Xia, Yan, Wang, Zehan, Zhang, Ziang, Jin, Tao, Zhao, Zhou
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2506.21655
Tags:	Add Tag No Tags, Be the first to tag this record!

DSI-Bench: A Benchmark for Dynamic Spatial Intelligence
by: Zhang, Ziang, et al.
Published: (2025)

Decoupling Stability and Plasticity for Multi-Modal Test-Time Adaptation
by: He, Yongbo, et al.
Published: (2026)

Thinking with Programming Vision: Towards a Unified View for Thinking with Images
by: Guo, Zirun, et al.
Published: (2025)

Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion Recognition
by: Guo, Zirun, et al.
Published: (2024)

Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans
by: Qiu, Yansheng, et al.
Published: (2025)

Classifier-guided Gradient Modulation for Enhanced Multimodal Learning
by: Guo, Zirun, et al.
Published: (2024)

Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises
by: Guo, Zirun, et al.
Published: (2025)

ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation
by: Guo, Zirun, et al.
Published: (2025)

Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision
by: Yan, Weicai, et al.
Published: (2025)

Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
by: Li, Yuanshuai, et al.
Published: (2025)

FreeBind: Free Lunch in Unified Multimodal Space via Knowledge Fusion
by: Wang, Zehan, et al.
Published: (2024)

Low-rank Prompt Interaction for Continual Vision-Language Retrieval
by: Yan, Weicai, et al.
Published: (2025)

Towards Faithful Reasoning in Comics for Small MLLMs
by: Feng, Chengcheng, et al.
Published: (2026)

Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs
by: Deng, Naihao, et al.
Published: (2024)

UniAPO: Unified Multimodal Automated Prompt Optimization
by: Zhu, Qipeng, et al.
Published: (2025)

Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs
by: Ji, Yikun, et al.
Published: (2025)

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs
by: Yuan, Jiakang, et al.
Published: (2025)

Towards Unified Surgical Scene Understanding:Bridging Reasoning and Grounding via MLLMs
by: Huang, Jincai, et al.
Published: (2026)

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter
by: Guo, Zirun, et al.
Published: (2024)

TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
by: Zeng, Xiangyu, et al.
Published: (2024)

S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance
by: Xu, Beining, et al.
Published: (2025)

Unlocking the Essence of Beauty: Advanced Aesthetic Reasoning with Relative-Absolute Policy Optimization
by: Liu, Boyang, et al.
Published: (2025)

VAP-Diffusion: Enriching Descriptions with MLLMs for Enhanced Medical Image Generation
by: Huang, Peng, et al.
Published: (2025)

Enhancing Advanced Visual Reasoning Ability of Large Language Models
by: Li, Zhiyuan, et al.
Published: (2024)

VITAL: Visual-Semantic Dual Supervision for Enhanced and Interpretable Latent Reasoning in Medical MLLMs
by: Li, Qiaoru, et al.
Published: (2026)

LLM-I: LLMs are Naturally Interleaved Multimodal Creators
by: Guo, Zirun, et al.
Published: (2025)

Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks
by: Yang, Cheng, et al.
Published: (2025)

Orient Anything: Learning Robust Object Orientation Estimation from Rendering 3D Models
by: Wang, Zehan, et al.
Published: (2024)

SpatialTree: How Spatial Abilities Branch Out in MLLMs
by: Xiao, Yuxi, et al.
Published: (2025)

ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
by: Qu, Xiangyan, et al.
Published: (2025)

MLLMs Know When Before Speaking: Revealing and Recovering Temporal Grounding via Attention Cues
by: Du, Dazhao, et al.
Published: (2026)

Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning
by: Li, Yian, et al.
Published: (2024)

Enhancing Image Quality Assessment Ability of LMMs via Retrieval-Augmented Generation
by: Fu, Kang, et al.
Published: (2026)

OmniBind: Large-scale Omni Multimodal Representation via Binding Spaces
by: Wang, Zehan, et al.
Published: (2024)

M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning
by: AI, Inclusion, et al.
Published: (2025)

TSGaussian: Semantic and Depth-Guided Target-Specific Gaussian Splatting from Sparse Views
by: Zhao, Liang, et al.
Published: (2024)

VISA: Group-wise Visual Token Selection and Aggregation via Graph Summarization for Efficient MLLMs Inference
by: Jiang, Pengfei, et al.
Published: (2025)

Reasoning Can Hurt the Inductive Abilities of Large Language Models
by: Jin, Haibo, et al.
Published: (2025)

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning
by: Zhang, Bob, 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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