Image de couverture de livre

A Conflict-Aware Penalty and Statistical Loss Framework for Balancing Modalities and Enhancing Stability in Multimodal Sentiment Analysis

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Dai, Jianheng, Liang, Jiazhang, Mai, Sijie
Format:	Preprint
Publié:	2026
Sujets:	Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis
par: Luo, Miaosen, et autres
Publié: (2025)

Meta-Learn Unimodal Signals with Weak Supervision for Multimodal Sentiment Analysis
par: Mai, Sijie, et autres
Publié: (2024)

AlignMamba-2: Enhancing Multimodal Fusion and Sentiment Analysis with Modality-Aware Mamba
par: Li, Yan, et autres
Publié: (2026)

Knowledge-Guided Dynamic Modality Attention Fusion Framework for Multimodal Sentiment Analysis
par: Feng, Xinyu, et autres
Publié: (2024)

C2F-Thinker: Coarse-to-Fine Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis
par: Luo, Miaosen, et autres
Publié: (2026)

Enhancing Multimodal Sentiment Analysis for Missing Modality through Self-Distillation and Unified Modality Cross-Attention
par: Weng, Yuzhe, et autres
Publié: (2024)

Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis
par: Lin, Ronghao, et autres
Publié: (2022)

CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging
par: Yang, Zongzhen, et autres
Publié: (2025)

Multi-level Conflict-Aware Network for Multi-modal Sentiment Analysis
par: Gao, Yubo, et autres
Publié: (2025)

Disentangling Fact from Sentiment: A Dynamic Conflict-Consensus Framework for Multimodal Fake News Detection
par: Zhou, Weilin, et autres
Publié: (2025)

MissMAC-Bench: Building Solid Benchmark for Missing Modality Issue in Robust Multimodal Affective Computing
par: Lin, Ronghao, et autres
Publié: (2026)

New Benchmark Dataset and Fine-Grained Cross-Modal Fusion Framework for Vietnamese Multimodal Aspect-Category Sentiment Analysis
par: Nguyen, Quy Hoang, et autres
Publié: (2024)

Causal Evidence for Attention Head Imbalance in Modality Conflict Hallucination
par: Jiang, Jinrui, et autres
Publié: (2026)

Multimodal Sentiment Analysis with Missing Modality: A Knowledge-Transfer Approach
par: Liu, Weide, et autres
Publié: (2023)

Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
par: Cao, Jun, et autres
Publié: (2025)

CorMulT: A Semi-supervised Modality Correlation-aware Multimodal Transformer for Sentiment Analysis
par: Li, Yangmin, et autres
Publié: (2024)

An Enhanced Dual Transformer Contrastive Network for Multimodal Sentiment Analysis
par: Dao, Phuong Q., et autres
Publié: (2025)

Tri-Subspaces Disentanglement for Multimodal Sentiment Analysis
par: Meng, Chunlei, et autres
Publié: (2026)

Multi-Modal Sentiment Analysis with Dynamic Attention Fusion
par: Abdulhalim, Sadia, et autres
Publié: (2025)

PSA-MF: Personality-Sentiment Aligned Multi-Level Fusion for Multimodal Sentiment Analysis
par: Xie, Heng, et autres
Publié: (2025)

Multi-Modality Collaborative Learning for Sentiment Analysis
par: Wang, Shanmin, et autres
Publié: (2025)

FedUAF: Uncertainty-Aware Fusion with Reliability-Guided Aggregation for Multimodal Federated Sentiment Analysis
par: Zhu, Xianxun, et autres
Publié: (2026)

Robust Multimodal Sentiment Analysis via Double Information Bottleneck
par: Huang, Huiting, et autres
Publié: (2025)

Picturized and Recited with Dialects: A Multimodal Chinese Representation Framework for Sentiment Analysis of Classical Chinese Poetry
par: Du, Xiaocong, et autres
Publié: (2025)

Multimodal Mixture of Low-Rank Experts for Sentiment Analysis and Emotion Recognition
par: Zhang, Shuo, et autres
Publié: (2025)

QA-MoE: Towards a Continuous Reliability Spectrum with Quality-Aware Mixture of Experts for Robust Multimodal Sentiment Analysis
par: Zhu, Yitong, et autres
Publié: (2026)

Towards Unified Multimodal Financial Forecasting: Integrating Sentiment Embeddings and Market Indicators via Cross-Modal Attention
par: Khanna, Sarthak, et autres
Publié: (2025)

Utilizing Large Language Models for Event Deconstruction to Enhance Multimodal Aspect-Based Sentiment Analysis
par: Huang, Xiaoyong, et autres
Publié: (2024)

PTA: Enhancing Multimodal Sentiment Analysis through Pipelined Prediction and Translation-based Alignment
par: Song, Shezheng, et autres
Publié: (2024)

Analyzing Reasoning Consistency in Large Multimodal Models under Cross-Modal Conflicts
par: Zhu, Zhihao, et autres
Publié: (2026)

End-to-end Semantic-centric Video-based Multimodal Affective Computing
par: Lin, Ronghao, et autres
Publié: (2024)

Divide (Text) and Conquer (Sentiment): Improved Sentiment Classification by Constituent Conflict Resolution
par: Kościałkowski, Jan, et autres
Publié: (2025)

Modality-Invariant Bidirectional Temporal Representation Distillation Network for Missing Multimodal Sentiment Analysis
par: Wang, Xincheng, et autres
Publié: (2025)

Autonomous Agents and Policy Compliance: A Framework for Reasoning About Penalties
par: Tummala, Vineel, et autres
Publié: (2025)

Bridging Temporal and Textual Modalities: A Multimodal Framework for Automated Cloud Failure Root Cause Analysis
par: Park, Gijun
Publié: (2026)

Towards Robust Multimodal Sentiment Analysis with Incomplete Data
par: Zhang, Haoyu, et autres
Publié: (2024)

Multimodal Large Language Models for End-to-End Affective Computing: Benchmarking and Boosting with Generative Knowledge Prompting
par: Luo, Miaosen, et autres
Publié: (2025)

Robust Multimodal Large Language Models Against Modality Conflict
par: Zhang, Zongmeng, et autres
Publié: (2025)

A Unified Framework for Emotion Recognition and Sentiment Analysis via Expert-Guided Multimodal Fusion with Large Language Models
par: Qiao, Jiaqi, et autres
Publié: (2026)

FormaRL: Enhancing Autoformalization with no Labeled Data
par: Huang, Yanxing, et autres
Publié: (2025)