% Key papers for Multimodal sentiment analysis (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2021_learning_886, title = {{Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/10790-learning-modality-specific-representations-with-self-supervised-multi-task-learning-for-multimodal-sentiment-analysis/}, } @inproceedings{cvpr2020_iterative_15711, title = {{Iterative Answer Prediction With Pointer-Augmented Multimodal Transformers for TextVQA}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2023_decoupled_20727, title = {{Decoupled Multimodal Distilling for Emotion Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21726}, } @inproceedings{cvpr2021_progressive_17659, title = {{Progressive Modality Reinforcement for Human Multimodal Emotion Recognition From Unaligned Multimodal Sequences}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{aaai2023_bootstrapping_3197, title = {{Bootstrapping Multi-View Representations for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25670}, } @inproceedings{aaai2021_noise_1068, title = {{Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/06644-noise-estimation-using-density-estimation-for-self-supervised-multimodal-learning/}, } @inproceedings{cvpr2020_hypergraph_15665, title = {{Hypergraph Attention Networks for Multimodal Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{aaai2025_dlf_8610, title = {{DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35416}, } @inproceedings{aaai2022_tailor_2810, title = {{Tailor Versatile Multi-Modal Learning for Multi-Label Emotion Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/09100-tailor-versatile-multi-modal-learning-for-multi-label-emotion-recognition/}, } @inproceedings{cvpr2023_detecting_20779, title = {{Detecting and Grounding Multi-Modal Media Manipulation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22837}, } @inproceedings{aaai2023_mutual_4221, title = {{Mutual-Enhanced Incongruity Learning Network for Multi-Modal Sarcasm Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26138}, } @inproceedings{aaai2019_an_101749, title = {{An Efficient Approach to Informative Feature Extraction from Multimodal Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4464}, } @inproceedings{aaai2024_a_5079, title = {{A Unified Self-Distillation Framework for Multimodal Sentiment Analysis with Uncertain Missing Modalities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28871}, } @inproceedings{aaai2023_see_4632, title = {{See How You Read? Multi-Reading Habits Fusion Reasoning for Multi-Modal Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26609}, } @inproceedings{cvpr2024_correlation_23050, title = {{Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31591}, } @inproceedings{aaai2022_hierarchical_2193, title = {{Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11676-hierarchical-cross-modality-semantic-correlation-learning-model-for-multimodal-summarization/}, } @inproceedings{aaai2024_frequency_6050, title = {{Frequency Spectrum Is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29803}, } @inproceedings{aaai2020_crisis_99977, title = {{Crisis-DIAS: Towards Multimodal Damage Analysis - Deployment, Challenges and Assessment}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5369}, } @inproceedings{cvpr2025_emoe_26059, title = {{EMOE: Modality-Specific Enhanced Dynamic Emotion Experts}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33851}, } @inproceedings{neurips2024_towards_73750, title = {{Towards Robust Multimodal Sentiment Analysis with Incomplete Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93751}, } @inproceedings{aaai2024_a_5048, title = {{A Novel Energy Based Model Mechanism for Multi-Modal Aspect-Based Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29852}, } @inproceedings{aaai2025_cognitioncapturer_8448, title = {{CognitionCapturer: Decoding Visual Stimuli from Human EEG Signal with Multimodal Information}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33587}, } @inproceedings{aaai2025_external_9094, title = {{External Reliable Information-enhanced Multimodal Contrastive Learning for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/31977}, } @inproceedings{aaai2025_racmc_10457, title = {{RaCMC: Residual-Aware Compensation Network with Multi-Granularity Constraints for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32084}, } @inproceedings{aaai2024_mm_6587, title = {{MM-TTS: Multi-Modal Prompt Based Style Transfer for Expressive Text-to-Speech Synthesis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29769}, } @inproceedings{aaai2025_a_7908, title = {{A Multi-Focus-Driven Multi-Branch Network for Robust Multimodal Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32146}, } @inproceedings{aaai2025_msamba_9872, title = {{MSAmba: Exploring Multimodal Sentiment Analysis with State Space Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32120}, } @inproceedings{cvpr2025_uncertain_27985, title = {{Uncertain Multimodal Intention and Emotion Understanding in the Wild}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32718}, } @inproceedings{neurips2024_toward_72630, title = {{Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94750}, } @inproceedings{aaai2025_curriculum_8576, title = {{Curriculum Conditioned Diffusion for Multimodal Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33422}, } @inproceedings{aaai2025_stair_10642, title = {{STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33407}, } @inproceedings{aaai2025_doge_8615, title = {{DOGE: LLMs-Enhanced Hyper-Knowledge Graph Recommender for Multimodal Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33351}, } @inproceedings{aaai2026_capturing_106237, title = {{Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38544}, } @inproceedings{aaai2025_multi_10012, title = {{Multi-Granular Multimodal Clue Fusion for Meme Understanding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34801}, }