Cover Image

Dynamic Interaction-Aware and Causality-Disentangled Framework for Multimodal Sentiment Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Dong, Guangyuan, Hong, Ziwei, Liu, Shenghao, Wu, Chenyu, Fang, Yuanyuan, Li, Zihao, Zhang, Xudong, Liu, Bingchen, Zhang, Yuchen, Ding, Haitao, Zhou, Zhenzhou, Song, Ziyu
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

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

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

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

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

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

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

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)

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

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

PRISM: Exposing and Resolving Spurious Isolation in Federated Multimodal Continual Learning
by: Wu, Beining, et al.
Published: (2026)

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

ISMAF: Intrinsic-Social Modality Alignment and Fusion for Multimodal Rumor Detection
by: Yu, Zihao, et al.
Published: (2025)

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

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

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

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

Attribute-driven Disentangled Representation Learning for Multimodal Recommendation
by: Li, Zhenyang, et al.
Published: (2023)

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

Angle-Optimized Partial Disentanglement for Multimodal Emotion Recognition in Conversation
by: Che, Xinyi, et al.
Published: (2025)

MEDTalk: Multimodal Controlled 3D Facial Animation with Dynamic Emotions by Disentangled Embedding
by: Liu, Chang, et al.
Published: (2025)

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

EASE: Federated Multimodal Unlearning via Entanglement-Aware Anchor Closure
by: Ding, Zihao, et al.
Published: (2026)

Orthogonal Disentanglement with Projected Feature Alignment for Multimodal Emotion Recognition in Conversation
by: Che, Xinyi, et al.
Published: (2025)

Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention
by: Liu, Moyang, et al.
Published: (2025)

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

Rethinking Fusion: Disentangled Learning of Shared and Modality-Specific Information for Stance Detection
by: Xie, Zhiyu, et al.
Published: (2026)

Exploring Transferability of Multimodal Adversarial Samples for Vision-Language Pre-training Models with Contrastive Learning
by: Wang, Youze, et al.
Published: (2023)

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

Mitigating Shared-Private Branch Imbalance via Dual-Branch Rebalancing for Multimodal Sentiment Analysis
by: Meng, Chunlei, et al.
Published: (2026)

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

Learning Complex Heterogeneous Multimodal Fake News via Social Latent Network Inference
by: Li, Mingxin, et al.
Published: (2025)

Multimodal Interaction Modeling via Self-Supervised Multi-Task Learning for Review Helpfulness Prediction
by: Gong, HongLin, et al.
Published: (2024)

High-Fidelity 3D Gaussian Human Reconstruction via Region-Aware Initialization and Geometric Priors
by: Liu, Yang, et al.
Published: (2026)

StyleSpeaker: Audio-Enhanced Fine-Grained Style Modeling for Speech-Driven 3D Facial Animation
by: Yang, An, et al.
Published: (2025)

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

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

PRM-BAS: Enhancing Multimodal Reasoning through PRM-guided Beam Annealing Search
by: Hu, Pengfei, et al.
Published: (2025)

Beyond Isolated Utterances: Cue-Guided Interaction for Context-Dependent Conversational Multimodal Understanding
by: Pan, Zhaoyan, et al.
Published: (2026)

Disentangled Graph Variational Auto-Encoder for Multimodal Recommendation with Interpretability
by: Zhou, Xin, et al.
Published: (2024)

MMC: Iterative Refinement of VLM Reasoning via MCTS-based Multimodal Critique
by: Liu, Shuhang, et al.
Published: (2025)