Cover Image

Mitigating Shared-Private Branch Imbalance via Dual-Branch Rebalancing for Multimodal Sentiment Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Meng, Chunlei, Luo, Jiabin, Feng, Pengbin, Yan, Zhenglin, Hu, Chengyin, Gan, Zhongxue, Ouyang, Chun
Format:	Preprint
Published:	2026
Subjects:	Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Tri-Subspaces Disentanglement for Multimodal Sentiment Analysis
by: Meng, Chunlei, et al.
Published: (2026)

Temporal-Spatial Decouple before Act: Disentangled Representation Learning for Multimodal Sentiment Analysis
by: Meng, Chunlei, et al.
Published: (2026)

CLCR: Cross-Level Semantic Collaborative Representation for Multimodal Learning
by: Meng, Chunlei, et al.
Published: (2026)

Group Cognition Learning: Making Everything Better Through Governed Two-Stage Agents Collaboration
by: Meng, Chunlei, et al.
Published: (2026)

Learning Shared Sentiment Prototypes for Adaptive Multimodal Sentiment Analysis
by: Su, Chen, et al.
Published: (2026)

Graph-based Interaction Augmentation Network for Robust Multimodal Sentiment Analysis
by: Zhangfeng, Hu, et al.
Published: (2025)

MInD: Improving Multimodal Sentiment Analysis via Multimodal Information Disentanglement
by: Dai, Weichen, et al.
Published: (2024)

TCAN: Text-oriented Cross Attention Network for Multimodal Sentiment Analysis
by: Quan, Weize, et al.
Published: (2024)

Contrastive Knowledge Distillation for Robust Multimodal Sentiment Analysis
by: Sang, Zhongyi, et al.
Published: (2024)

Dual-Branch Network for Portrait Image Quality Assessment
by: Sun, Wei, et al.
Published: (2024)

Sentiment-enhanced Graph-based Sarcasm Explanation in Dialogue
by: Ouyang, Kun, et al.
Published: (2024)

Dynamic Interaction-Aware and Causality-Disentangled Framework for Multimodal Sentiment Analysis
by: Dong, Guangyuan, et al.
Published: (2026)

Mixture of Disentangled Experts with Missing Modalities for Robust Multimodal Sentiment Analysis
by: Li, Xiang, et al.
Published: (2026)

Hybrid CNN-Mamba Enhancement Network for Robust Multimodal Sentiment Analysis
by: Li, Xiang, et al.
Published: (2025)

TMDC: A Two-Stage Modality Denoising and Complementation Framework for Multimodal Sentiment Analysis with Missing and Noisy Modalities
by: Zhuang, Yan, et al.
Published: (2025)

Multimodal Sentiment Analysis Based on Causal Reasoning
by: Chen, Fuhai, et al.
Published: (2024)

PSA-MF: Personality-Sentiment Aligned Multi-Level Fusion for Multimodal Sentiment Analysis
by: Xie, Heng, et al.
Published: (2025)

DBDH: A Dual-Branch Dual-Head Neural Network for Invisible Embedded Regions Localization
by: Zhao, Chengxin, et al.
Published: (2024)

Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition
by: Wang, Yifan, et al.
Published: (2026)

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

Towards Multimodal Sentiment Analysis via Contrastive Cross-modal Retrieval Augmentation and Hierachical Prompts
by: Zhao, Xianbing, et al.
Published: (2025)

TF-Mamba: Text-enhanced Fusion Mamba with Missing Modalities for Robust Multimodal Sentiment Analysis
by: Li, Xiang, et al.
Published: (2025)

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

DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis
by: Wang, Pan, et al.
Published: (2024)

Contribution-Guided Asymmetric Learning for Robust Multimodal Fusion under Imbalance and Noise
by: Xu, Zijing, et al.
Published: (2025)

Knowledge-Guided Dynamic Modality Attention Fusion Framework for Multimodal Sentiment Analysis
by: Feng, Xinyu, et al.
Published: (2024)

Towards Robust Multimodal Sentiment Analysis with Incomplete Data
by: Zhang, Haoyu, et al.
Published: (2024)

Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis
by: Liu, Hao, et al.
Published: (2025)

PTA: Enhancing Multimodal Sentiment Analysis through Pipelined Prediction and Translation-based Alignment
by: Song, Shezheng, et al.
Published: (2024)

A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios
by: Ganhör, Christian, et al.
Published: (2024)

Pay More Attention To Audio: Mitigating Imbalance of Cross-Modal Attention in Large Audio Language Models
by: Wang, Junyu, et al.
Published: (2025)

Synthesizing Sentiment-Controlled Feedback For Multimodal Text and Image Data
by: Kumar, Puneet, et al.
Published: (2024)

DAT: Dual-Aware Adaptive Transmission for Efficient Multimodal LLM Inference in Edge-Cloud Systems
by: Guo, Qi, et al.
Published: (2026)

Multimodal Multi-loss Fusion Network for Sentiment Analysis
by: Wu, Zehui, et al.
Published: (2023)

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark
by: Zhang, Han, et al.
Published: (2025)

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

Rebalancing Contrastive Alignment with Bottlenecked Semantic Increments in Text-Video Retrieval
by: Xiao, Jian, et al.
Published: (2025)

SPP-SCL: Semi-Push-Pull Supervised Contrastive Learning for Image-Text Sentiment Analysis and Beyond
by: Wu, Jiesheng, et al.
Published: (2026)

Interpreting Multimodal Communication at Scale in Short-Form Video: Visual, Audio, and Textual Mental Health Discourse on TikTok
by: Zha, Mingyue, et al.
Published: (2026)

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors
by: Li, Jia, et al.
Published: (2025)