BIG-FUSION: Brain-Inspired Global-Local Context Fusion Framework for Multimodal Emotion Recognition in Conversations
Yusong Wang, Xuanye Fang, Huifeng Yin, Dongyuan Li, Guoqi Li, Qi Xu, Yi Xu, Shuai Zhong, Mingkun Xu
2025年份
11被引次数
4顶会引用
摘要
Considering the importance of capturing both global conversational topics and local speaker dependencies for multimodal emotion recognition in conversations, current approaches first utilize sequence models like Transformer to extract global context information, then apply Graph Neural Networks to model local speaker dependencies for local context information extraction, coupled with Graph Contrastive
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引用它的顶会 Paper4
- Federated Dialogue-Semantic Diffusion for Emotion Recognition under Incomplete ModalitiesXihang Qiu, Jiarong Cheng, Yuhao Fang, Wanpeng Zhang 等NeurIPS 2025 · 被引用 1 次
- Active Perceptual Inference: A Corticothalamic-Inspired Dynamic Nested Recurrent Network for Multimodal Sentiment Analysis with Incomplete DataYujuan Zhang, Qing Li, Ziyu Li, Xiuxing Li 等CVPR 2026
- MvP-ECR: Multi-Perspective Emotion-Cause Reasoning for Empathetic DialogueYuanyuan He, Guotai Huang, Wei Li, Jiali You 等AAAI 2026
- Enhancing Graph Contrastive Learning for Protein Graphs from Perspective of InvarianceYusong Wang, Shiyin Tan, Jialun Shen, Yicheng Xu 等ICML 2025
它引用的顶会 Paper14
- Graph Contrastive Learning with AugmentationsYuning You, Tianlong Chen, Yongduo Sui, Ting Chen 等NeurIPS 2020 · 被引用 3,042 次
- Graph Contrastive Learning with Adaptive AugmentationYanqiao Zhu, Yichen Xu, Feng Yu, Qiang Liu 等WWW 2021 · 被引用 1,415 次
- Adversarial Graph Augmentation to Improve Graph Contrastive LearningSusheel Suresh, Pan Li, Cong Hao, Jennifer NevilleNeurIPS 2021 · 被引用 475 次
- AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsYihang Yin, Qingzhong Wang, Siyu Huang, Haoyi Xiong 等AAAI 2022 · 被引用 203 次
- DualGATs: Dual Graph Attention Networks for Emotion Recognition in ConversationsDuzhen Zhang, Feilong Chen, Xiuyi ChenACL 2023 · 被引用 54 次
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- MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in ConversationJingwen Hu, Yuchen Liu, Jinming Zhao, Qin JinACL 2021
