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Main Authors:	Kumar, Gokul Karthik, Chaabane, Iheb, Wu, Kebin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2502.10250
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Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training
by: Bawazir, Ameera, et al.
Published: (2024)

VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models
by: Huang, Jen-tse, et al.
Published: (2025)

Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
by: Zhou, Yiyang, et al.
Published: (2024)

Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit
by: Chen, Qizhou, et al.
Published: (2024)

VisOnlyQA: Large Vision Language Models Still Struggle with Visual Perception of Geometric Information
by: Kamoi, Ryo, et al.
Published: (2024)

Do we Really Need Visual Instructions? Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models
by: Liu, Zikang, et al.
Published: (2025)

VisPlay: Self-Evolving Vision-Language Models from Images
by: He, Yicheng, et al.
Published: (2025)

Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models
by: Li, Changqun, et al.
Published: (2024)

VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models
by: Jiang, Lingjie, et al.
Published: (2025)

Diagnosing Vision Language Models' Perception by Leveraging Human Methods for Color Vision Deficiencies
by: Hayashi, Kazuki, et al.
Published: (2025)

No Tokens Wasted: Leveraging Long Context in Biomedical Vision-Language Models
by: Sun, Min Woo, et al.
Published: (2025)

Contextual Experience Replay for Self-Improvement of Language Agents
by: Liu, Yitao, et al.
Published: (2025)

Fine-Grained Evaluation of Large Vision-Language Models in Autonomous Driving
by: Li, Yue, et al.
Published: (2025)

OphIn-500K: Curating Web-Scale Visual Instructions for Scaling Ophthalmic Multimodal Large Language Models
by: Dong, Xuanzhao, et al.
Published: (2026)

Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models
by: Wei, Canshi
Published: (2024)

FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback
by: Jing, Liqiang, et al.
Published: (2024)

FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data
by: Xu, Binqian, et al.
Published: (2024)

Dual-View Visual Contextualization for Web Navigation
by: Kil, Jihyung, et al.
Published: (2024)

VisRet: Visualization Improves Knowledge-Intensive Text-to-Image Retrieval
by: Wu, Di, et al.
Published: (2025)

Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
by: Cui, Chenhang, et al.
Published: (2024)

Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning
by: Cambrin, Daniele Rege, et al.
Published: (2024)

Investigating Spatial Attention Bias in Vision-Language Models
by: Chaudhary, Aryan, et al.
Published: (2025)

UniFine: A Unified and Fine-grained Approach for Zero-shot Vision-Language Understanding
by: Wang, Zhecan, et al.
Published: (2023)

Beyond Attention Magnitude: Leveraging Inter-layer Rank Consistency for Efficient Vision-Language-Action Models
by: Liu, Peiju, et al.
Published: (2026)

Rethinking Bottlenecks in Safety Fine-Tuning of Vision Language Models
by: Ding, Yi, et al.
Published: (2025)

VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis
by: Can, Duy-Cat, et al.
Published: (2025)

VideoGameBench: Can Vision-Language Models complete popular video games?
by: Zhang, Alex L., et al.
Published: (2025)

Closing the Gap: Data-Centric Fine-Tuning of Vision Language Models for the Standardized Exam Questions
by: Sert, Egemen, et al.
Published: (2025)

Do Vision-Language Models Understand Compound Nouns?
by: Kumar, Sonal, et al.
Published: (2024)

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output
by: Zhang, Pan, et al.
Published: (2024)

African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification
by: Geigle, Gregor, et al.
Published: (2024)

Finer: Investigating and Enhancing Fine-Grained Visual Concept Recognition in Large Vision Language Models
by: Kim, Jeonghwan, et al.
Published: (2024)

FrEVL: Leveraging Frozen Pretrained Embeddings for Efficient Vision-Language Understanding
by: Bourigault, Emmanuelle, et al.
Published: (2025)

Leveraging Vision-Language Pre-training for Human Activity Recognition in Still Images
by: Mahanta, Cristina, et al.
Published: (2025)

FineBench: Benchmarking and Enhancing Vision-Language Models for Fine-grained Human Activity Understanding
by: Faure, Gueter Josmy, et al.
Published: (2026)

MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation
by: Kumar, Gurucharan Marthi Krishna, et al.
Published: (2024)

PII-VisBench: Evaluating Personally Identifiable Information Safety in Vision Language Models Along a Continuum of Visibility
by: Shahariar, G M, et al.
Published: (2026)

Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone
by: Ye, Jiacheng, et al.
Published: (2025)

Navigating the Nuances: A Fine-grained Evaluation of Vision-Language Navigation
by: Wang, Zehao, 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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