Artificial Intelligence › Core AI ›

Multimodal Learning

13057 directly classified papers

Papers per year

Papers

CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation AAAI 2026

Frequency-Aware Vision-Language Multimodality Generalization Network for Remote Sensing Image Classification AAAI 2026

What You See Is What You Reach: Towards Spatial Navigation with High-Level Human Instructions AAAI 2026

Dual-Path Knowledge-Augmented Contrastive Alignment Network for Spatially Resolved Transcriptomics AAAI 2026

KineST: A Kinematics-guided Spatiotemporal State Space Model for Human Motion Tracking from Sparse Signals AAAI 2026

Tackling Dual-stage Missing Modalities in Brain Tumor Segmentation via Robust Modality Reconstruction and Prompt-guided Modality Adaptation AAAI 2026

E³SAM2: Entropy-Aware and Edge-Guided Adaptation of SAM2 for Echocardiography Video Segmentation AAAI 2026

SE360: Semantic Edit in 360° Panoramas via Hierarchical Data Construction AAAI 2026

F2RVLM: Boosting Fine-grained Fragment Retrieval for Multi-Modal Long-form Dialogue with Vision Language Model AAAI 2026

VBF++: Variational Bayesian Fusion with Context-Aware Priors and Recommendation-Guided Adversarial Refinement for Multimodal Video Recommendation AAAI 2026

Order-Preserving Dimension Reduction for Multimodal Semantic Embedding AAAI 2026

OneSug: The Unified End-to-End Generative Framework for E-commerce Query Suggestion AAAI 2026

Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation AAAI 2026

PEOCH: Online Cross-Modal Hashing with Semi-Supervised Streaming Data Driving Prototype Evolution AAAI 2026

CL-DMDF: Dynamic Multimodal Data Fusion Model Based on Contrastive Learning AAAI 2026

Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026

Sequence-Free for Compound Protein Interaction Prediction AAAI 2026

TriFusion-IDS: A Multimodal Graph-Tabular-Text Contrastive Framework for Cross-Dataset Intrusion Detection AAAI 2026

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning AAAI 2026

Cross-modal Prompting for Balanced Incomplete Multi-modal Emotion Recognition AAAI 2026

Human-Centric Open-Future Task Discovery: Formulation, Benchmark, and Scalable Tree-Based Search AAAI 2026

AutoGameUI: Constructing High-Fidelity GameUI via Multimodal Correspondence Matching AAAI 2026

NeuroBridge: Bio-Inspired Self-Supervised EEG-to-Image Decoding via Cognitive Priors and Bidirectional Semantic Alignment AAAI 2026

CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding AAAI 2026

Injection Without Distortion: Geometrically Constrained Knowledge Enhancement for Vision-Language Models AAAI 2026