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Bibliographic Details
Main Authors:	Fu, Yuhan, Xie, Ruobing, Sun, Xingwu, Kang, Zhanhui, Li, Xirong
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition Multimedia
Online Access:	https://arxiv.org/abs/2411.10436
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Mitigating Hallucinations in Multimodal LLMs via Object-aware Preference Optimization
by: Compagnoni, Alberto, et al.
Published: (2025)

Mitigating Hallucination in Large Vision-Language Models via Adaptive Attention Calibration
by: Fazli, Mehrdad, et al.
Published: (2025)

Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
by: Wang, Xintong, et al.
Published: (2024)

Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding
by: Deng, Ailin, et al.
Published: (2024)

CounterVid: Counterfactual Video Generation for Mitigating Action and Temporal Hallucinations in Video-Language Models
by: Poppi, Tobia, et al.
Published: (2026)

Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
by: Liu, Fuxiao, et al.
Published: (2023)

On the Audio Hallucinations in Large Audio-Video Language Models
by: Nishimura, Taichi, et al.
Published: (2024)

Mitigating Image Captioning Hallucinations in Vision-Language Models
by: Zhao, Fei, et al.
Published: (2025)

MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding
by: Deng, Jingyuan, et al.
Published: (2025)

STEAR: Layer-Aware Spatiotemporal Evidence Intervention for Hallucination Mitigation in Video Large Language Models
by: Fan, Linfeng, et al.
Published: (2026)

Segmentation-Based Attention Entropy: Detecting and Mitigating Object Hallucinations in Large Vision-Language Models
by: Song, Jiale, et al.
Published: (2026)

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
by: Wang, Chenxi, et al.
Published: (2024)

DetailVerifyBench: A Benchmark for Dense Hallucination Localization in Long Image Captions
by: Wang, Xinran, et al.
Published: (2026)

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

Beyond Coarse-Grained Matching in Video-Text Retrieval
by: Chen, Aozhu, et al.
Published: (2024)

WordArt Designer API: User-Driven Artistic Typography Synthesis with Large Language Models on ModelScope
by: He, Jun-Yan, et al.
Published: (2024)

Accelerating Multimodal Large Language Models via Dynamic Visual-Token Exit and the Empirical Findings
by: Wu, Qiong, et al.
Published: (2024)

Seeing Through Deception: Uncovering Misleading Creator Intent in Multimodal News with Vision-Language Models
by: Wu, Jiaying, et al.
Published: (2025)

PhD: A ChatGPT-Prompted Visual hallucination Evaluation Dataset
by: Liu, Jiazhen, et al.
Published: (2024)

Hallu-PI: Evaluating Hallucination in Multi-modal Large Language Models within Perturbed Inputs
by: Ding, Peng, et al.
Published: (2024)

Prompt-A-Video: Prompt Your Video Diffusion Model via Preference-Aligned LLM
by: Ji, Yatai, et al.
Published: (2024)

Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization
by: Wu, Jiulong, et al.
Published: (2025)

MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model
by: Jiang, Chaoya, et al.
Published: (2024)

GalleryGPT: Analyzing Paintings with Large Multimodal Models
by: Bin, Yi, et al.
Published: (2024)

The Revolution of Multimodal Large Language Models: A Survey
by: Caffagni, Davide, et al.
Published: (2024)

Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination
by: Chen, Yangneng, et al.
Published: (2026)

Personalizing Multimodal Large Language Models for Image Captioning: An Experimental Analysis
by: Bucciarelli, Davide, et al.
Published: (2024)

MIPS at SemEval-2024 Task 3: Multimodal Emotion-Cause Pair Extraction in Conversations with Multimodal Language Models
by: Cheng, Zebang, et al.
Published: (2024)

Towards Training-free Multimodal Hate Localisation with Large Language Models
by: Sun, Yueming, et al.
Published: (2026)

How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model
by: Song, Shezheng, et al.
Published: (2023)

Mitigating Object Hallucination via Robust Local Perception Search
by: Gao, Zixian, et al.
Published: (2025)

Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation
by: Li, Yunxin, et al.
Published: (2024)

Integrating Fine-Grained Audio-Visual Evidence for Robust Multimodal Emotion Reasoning
by: Zhao, Zhixian, et al.
Published: (2026)

RaTA-Tool: Retrieval-based Tool Selection with Multimodal Large Language Models
by: Mattioli, Gabriele, et al.
Published: (2026)

Seeing Beyond Words: Self-Supervised Visual Learning for Multimodal Large Language Models
by: Caffagni, Davide, et al.
Published: (2025)

A Survey of Multimodal Large Language Model from A Data-centric Perspective
by: Bai, Tianyi, et al.
Published: (2024)

Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation
by: Li, Jinyuan, et al.
Published: (2024)

Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
by: Zhang, Dongxu, et al.
Published: (2026)

ChronusOmni: Improving Time Awareness of Omni Large Language Models
by: Chen, Yijing, 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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