representation learning

Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis AAAI 2026 Leveraging Dissimilarity Invariance as a Robust Anchor for Learning with Noisy Labels AAAI 2026 LLaVA-UHD v2: Exploiting Hierarchical Vision Granularity in MLLMs via Inverse Semantic Pyramid AAAI 2026 LLMs Know More About Numbers than They Can Say EACL 2026 LMGL-WD: LLM-Guided Multi-Task Graph Learning for Category-Level Warehouse Demand Prediction in E-Commerce AAAI 2026 LooC: Effective Low-Dimensional Codebook for Compositional Vector Quantization WACV 2026 M3Time: LLM-Enhanced Multi-Modal, Multi-Scale, and Multi-Frequency Multivariate Time Series Forecasting AAAI 2026 MANTA: Physics-Informed Generalized Underwater Object Tracking WACV 2026 MAPI-GNN: Multi-Activation Plane Interaction Graph Neural Network for Multimodal Medical Diagnosis AAAI 2026 Mapping the Circumplex of Affect: Geometric Analysis of Emotion Representations via Hyperspherical Contrastive Learning ACL 2026 MAPS: Preserving Vision-Language Representations via Module-Wise Proximity Scheduling for Better Vision-Language-Action Generalization CVPR 2026 MarSan at SemEval-2026 Task 4: Narrative Similarity via Sentence-BERT Metric Learning with Triple-Derived Losses SemEval 2026 Masked-Diffusion Autoencoders for 3D Medical Vision Representation Learning CVPR 2026 Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering AAAI 2026 MCMoE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessment AAAI 2026 MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields MIDL 2026 Memorize Early, Then Query: Inlier-Memorization-Guided Active Outlier Detection AAAI 2026 MFEN: Multi-Frequency Expert Network for Visible-Infrared Person Re-ID CVPR 2026 Missing No More: Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared CVPR 2026 Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026 Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry ACL 2026 MLLM Enriched Explainable Multiple Clustering AAAI 2026 MMDIR: Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration CVPR 2026 MoA: Mixture of Aggregators Improves Slide-Level Diagnosis in Computational Pathology MIDL 2026 MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings ACL 2026