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Bibliographic Details
Main Authors:	Xie, Zhuyang, Yang, Yan, Wang, Jie, Liu, Xiaorong, Li, Xiaofan
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2404.08923
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Beyond Simple Fusion: Adaptive Gated Fusion for Robust Multimodal Sentiment Analysis
by: Wu, Han, et al.
Published: (2025)

Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities
by: Li, Mingcheng, et al.
Published: (2024)

Progressive Representation Learning for Multimodal Sentiment Analysis with Incomplete Modalities
by: Bao, Jindi, et al.
Published: (2026)

Towards Multimodal Sentiment Analysis Debiasing via Bias Purification
by: Yang, Dingkang, et al.
Published: (2024)

DashFusion: Dual-stream Alignment with Hierarchical Bottleneck Fusion for Multimodal Sentiment Analysis
by: Wen, Yuhua, et al.
Published: (2025)

Enhancing Sentiment Analysis through Multimodal Fusion: A BERT-DINOv2 Approach
by: Zhao, Taoxu, et al.
Published: (2025)

MS-Mix: Sentiment-Guided Adaptive Augmentation for Multimodal Sentiment Analysis
by: Zhu, Hongyu, et al.
Published: (2025)

USL-Net: Uncertainty Self-Learning Network for Unsupervised Skin Lesion Segmentation
by: Li, Xiaofan, et al.
Published: (2023)

Exploring Temporal Event Cues for Dense Video Captioning in Cyclic Co-learning
by: Xie, Zhuyang, et al.
Published: (2024)

Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning
by: Li, Mingcheng, et al.
Published: (2024)

Controlling Decision Drift in Multimodal Sentiment Analysis with Missing Modalities
by: Chen, Chenglizhao, et al.
Published: (2026)

Hierarchical Adaptive Expert for Multimodal Sentiment Analysis
by: Qin, Jiahao, et al.
Published: (2025)

Improving Multimodal Sentiment Analysis via Modality Optimization and Dynamic Primary Modality Selection
by: Yang, Dingkang, et al.
Published: (2025)

Multimodal Sentiment Analysis based on Multi-channel and Symmetric Mutual Promotion Feature Fusion
by: Zhu, Wangyuan, et al.
Published: (2026)

Resolving Sentiment Discrepancy for Multimodal Sentiment Detection via Semantics Completion and Decomposition
by: Wu, Daiqing, et al.
Published: (2024)

Multimodal LLMs See Sentiment
by: da Silva, Neemias B., et al.
Published: (2025)

Holistic Visual-Textual Sentiment Analysis with Prior Models
by: Chen, Junyu, et al.
Published: (2022)

CLAMP: Contrastive Learning with Adaptive Multi-loss and Progressive Fusion for Multimodal Aspect-Based Sentiment Analysis
by: He, Xiaoqiang
Published: (2025)

Explainable Multimodal Sentiment Analysis on Bengali Memes
by: Elahi, Kazi Toufique, et al.
Published: (2023)

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

GRCF: Two-Stage Groupwise Ranking and Calibration Framework for Multimodal Sentiment Analysis
by: Gao, Manning, et al.
Published: (2026)

Face-Guided Sentiment Boundary Enhancement for Weakly-Supervised Temporal Sentiment Localization
by: Han, Cailing, et al.
Published: (2026)

Enhanced Sentiment Analysis of Iranian Restaurant Reviews Utilizing Sentiment Intensity Analyzer & Fuzzy Logic
by: Rokhva, Shayan, et al.
Published: (2025)

MoLAN: A Unified Modality-Aware Noise Dynamic Editing Framework for Multimodal Sentiment Analysis
by: Xu, Xingle, et al.
Published: (2025)

MOSABench: Multi-Object Sentiment Analysis Benchmark for Evaluating Multimodal Large Language Models Understanding of Complex Image
by: Song, Shezheng, et al.
Published: (2024)

SentiFormer: Metadata Enhanced Transformer for Image Sentiment Analysis
by: Feng, Bin, et al.
Published: (2025)

CorMulT: A Semi-supervised Modality Correlation-aware Multimodal Transformer for Sentiment Analysis
by: Li, Yangmin, et al.
Published: (2024)

Shared and Private Information Learning in Multimodal Sentiment Analysis with Deep Modal Alignment and Self-supervised Multi-Task Learning
by: Lai, Songning, et al.
Published: (2023)

A Trustworthy Method for Multimodal Emotion Recognition
by: Xue, Junxiao, et al.
Published: (2025)

EmoLat: Text-driven Image Sentiment Transfer via Emotion Latent Space
by: Zhang, Jing, et al.
Published: (2026)

Multimodal Emotion Recognition and Sentiment Analysis in Multi-Party Conversation Contexts
by: Farhadipour, Aref, et al.
Published: (2025)

Multimodal Sentiment Analysis based on Video and Audio Inputs
by: Fernandez, Antonio, et al.
Published: (2024)

Invariant Representation Guided Multimodal Sentiment Decoding with Sequential Variation Regularization
by: Xu, Guoyang, et al.
Published: (2024)

Decoding Visual Sentiment of Political Imagery
by: Gasparyan, Olga, et al.
Published: (2024)

A Dual-Module Denoising Approach with Curriculum Learning for Enhancing Multimodal Aspect-Based Sentiment Analysis
by: Van Doan, Nguyen, et al.
Published: (2024)

PaSE: Prototype-aligned Calibration and Shapley-based Equilibrium for Multimodal Sentiment Analysis
by: He, Kang, et al.
Published: (2025)

Beyond Words: Enhancing Desire, Emotion, and Sentiment Recognition with Non-Verbal Cues
by: Chen, Wei, et al.
Published: (2025)

Enhancing Visual Sentiment Analysis via Semiotic Isotopy-Guided Dataset Construction
by: Blanchini, Marco, et al.
Published: (2025)

Enriching Multimodal Sentiment Analysis through Textual Emotional Descriptions of Visual-Audio Content
by: Wu, Sheng, et al.
Published: (2024)

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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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