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Bibliographic Details
Main Author:	Shen, Guanxi
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2506.18985
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VHELM: A Holistic Evaluation of Vision Language Models
by: Lee, Tony, et al.
Published: (2024)

Beyond Cross-Modal Alignment: Measuring and Leveraging Modality Gap in Vision-Language Models
by: Yan, Hanqi, et al.
Published: (2025)

Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
by: Zhang, Chengsheng, et al.
Published: (2026)

HoliSafe: Holistic Safety Benchmarking and Modeling for Vision-Language Model
by: Lee, Youngwan, et al.
Published: (2025)

MBQ: Modality-Balanced Quantization for Large Vision-Language Models
by: Li, Shiyao, et al.
Published: (2024)

Multimodal RewardBench: Holistic Evaluation of Reward Models for Vision Language Models
by: Yasunaga, Michihiro, et al.
Published: (2025)

GeoVLMath: Enhancing Geometry Reasoning in Vision-Language Models via Cross-Modal Reward for Auxiliary Line Creation
by: Guo, Shasha, et al.
Published: (2025)

Cross-Modal Adapter for Vision-Language Retrieval
by: Jiang, Haojun, et al.
Published: (2022)

Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model
by: Feng, Qianhan, et al.
Published: (2024)

GPT-4 Enhanced Multimodal Grounding for Autonomous Driving: Leveraging Cross-Modal Attention with Large Language Models
by: Liao, Haicheng, et al.
Published: (2023)

GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
by: Zhang, Yichi, et al.
Published: (2024)

Breaking Modality Heterogeneity in Low-Bit Quantization for Large Vision-Language Models
by: Zhong, Yi, et al.
Published: (2026)

CapRecover: A Cross-Modality Feature Inversion Attack Framework on Vision Language Models
by: Xiu, Kedong, et al.
Published: (2025)

FM-G-CAM: A Holistic Approach for Explainable AI in Computer Vision
by: Silva, Ravidu Suien Rammuni, et al.
Published: (2023)

Cross-Modal Attention Analysis and Optimization in Vision-Language Models: A Study on Visual Reliability
by: Zhou, Lijie
Published: (2026)

Sparks of Explainability: Recent Advancements in Explaining Large Vision Models
by: Fel, Thomas
Published: (2025)

Security Tensors as a Cross-Modal Bridge: Extending Text-Aligned Safety to Vision in LVLM
by: Li, Shen, et al.
Published: (2025)

Cross-Cultural Value Awareness in Large Vision-Language Models
by: Howard, Phillip, et al.
Published: (2026)

MM-MoralBench: A MultiModal Moral Evaluation Benchmark for Large Vision-Language Models
by: Yan, Bei, et al.
Published: (2024)

Freeze and Reveal: Exposing Modality Bias in Vision-Language Models
by: Kavuri, Vivek Hruday, et al.
Published: (2025)

MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models
by: Zhang, Fan, et al.
Published: (2025)

EchoBench: Benchmarking Sycophancy in Medical Large Vision-Language Models
by: Yuan, Botai, et al.
Published: (2025)

DHCP: Detecting Hallucinations by Cross-modal Attention Pattern in Large Vision-Language Models
by: Zhang, Yudong, et al.
Published: (2024)

DEX-AR: A Dynamic Explainability Method for Autoregressive Vision-Language Models
by: Bousselham, Walid, et al.
Published: (2026)

Multimodal Causal Reasoning Benchmark: Challenging Vision Large Language Models to Discern Causal Links Across Modalities
by: Li, Zhiyuan, et al.
Published: (2024)

CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification
by: Patrício, Cristiano, et al.
Published: (2025)

HIPPO: Accelerating Video Large Language Models Inference via Holistic-aware Parallel Speculative Decoding
by: Lv, Qitan, et al.
Published: (2026)

SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models
by: Tang, Zhenwei, et al.
Published: (2025)

VEQ: Modality-Adaptive Quantization for MoE Vision-Language Models
by: Qin, Guangshuo, et al.
Published: (2026)

MammothModa: Multi-Modal Large Language Model
by: She, Qi, et al.
Published: (2024)

BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation
by: Tong, Huanyang, et al.
Published: (2026)

Visual Anagrams Reveal Hidden Differences in Holistic Shape Processing Across Vision Models
by: Doshi, Fenil R., et al.
Published: (2025)

Cross-Layer Vision Smoothing: Enhancing Visual Understanding via Sustained Focus on Key Objects in Large Vision-Language Models
by: Zhao, Jianfei, et al.
Published: (2025)

FOCA: Frequency-Oriented Cross-Domain Forgery Detection, Localization and Explanation via Multi-Modal Large Language Model
by: Liu, Zhou, et al.
Published: (2026)

Explainable Adversarial-Robust Vision-Language-Action Model for Robotic Manipulation
by: Kim, Ju-Young, et al.
Published: (2025)

Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language Models
by: Peng, Wei, et al.
Published: (2025)

A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks
by: Jung, Hoin, et al.
Published: (2024)

Investigating Redundancy in Multimodal Large Language Models with Multiple Vision Encoders
by: Wang, Yizhou, et al.
Published: (2025)

Multi-Modal Adapter for Vision-Language Models
by: Seputis, Dominykas, et al.
Published: (2024)

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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