modality fusion

Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion ACL 2026 Conditional Information Bottleneck for Multimodal Fusion: Overcoming Shortcut Learning in Sarcasm Detection AAAI 2026 Enhance-then-Balance Modality Collaboration for Robust Multimodal Sentiment Analysis CVPR 2026 Exploring Modality-Aware Fusion and Decoupled Temporal Propagation for Multi-Modal Object Tracking AAAI 2026 MDF: A Modality-Aware Disentanglement and Fusion Framework for Multimodal Sentiment Analysis AAAI 2026 PaSE: Prototype-aligned Calibration and Shapley-based Equilibrium for Multimodal Sentiment Analysis AAAI 2026 Robust Pedestrian Detection with Uncertain Modality AAAI 2026 Soft Modality-Guided Expert Specialization in MoE-VLMs CVPR 2026 TMDC: A Two-Stage Modality Denoising and Complementation Framework for Multimodal Sentiment Analysis with Missing and Noisy Modalities AAAI 2026 A Dual Contrastive Learning Framework for Enhanced Multimodal Conversational Emotion Recognition COLING 2025 Attention Bootstrapping for Multi-Modal Test-Time Adaptation AAAI 2025 CAMER: Contribution-Aware Multimodal Emotion Recognition Interspeech 2025 Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025 CrisisTS: Coupling Social Media Textual Data and Meteorological Time Series for Urgency Classification ACL 2025 DeepResonance: Enhancing Multimodal Music Understanding via Music-centric Multi-way Instruction Tuning EMNLP 2025 DMF-Net: Image-Guided Point Cloud Completion with Dual-Channel Modality Fusion and Shape-Aware Upsampling Transformer AAAI 2025 DMPT: Decoupled Modality-Aware Prompt Tuning for Multi-Modal Object Re-Identification WACV 2025 Enhancing Depression Detection via Question-wise Modality Fusion NAACL 2025 Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation IJCNLP 2025 MPID: A Modality-Preserving and Interaction-Driven Fusion Network for Multimodal Sentiment Analysis COLING 2025 M-SpecGene: Generalized Foundation Model for RGBT Multispectral Vision ICCV 2025 Proxy-Driven Robust Multimodal Sentiment Analysis with Incomplete Data ACL 2025 SMSTracker: Tri-path Score Mask Sigma Fusion for Multi-Modal Tracking ICCV 2025 SSR: Alignment-Aware Modality Connector for Speech Language Models ACL 2025 SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction CVPR 2025