Representation Learning

Representation-Steered Incremental Adapter-Tuning for Class-Incremental Learning with Pre-Trained Models CVPR 2026 ReScene4D: Temporally Consistent Semantic Instance Segmentation of Evolving Indoor 3D Scenes CVPR 2026 Residual Connections Harm Generative Representation Learning CVPR 2026 Reusable Experiences: Latent Routing and Modular Composition in LLMs ACL 2026 Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation ACL 2026 Saliency-Guided Representation with Consistency Policy Learning for Visual Unsupervised Reinforcement Learning CVPR 2026 Same Benchmark, Same Subspace: Task-Selective Convergence in LLM Representations UAI 2026 SAR2Net: Learning Spatially Anchored Representations for Retrieval-Guided Cross-Stain Alignment CVPR 2026 Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes CVPR 2026 SEA-BED: How Do Embedding Models Represent Southeast Asian Languages? ACL 2026 SeD-UD: An Influence-Driven and Hierarchically-Decoupled Information Bottleneck for Multimodal Intent Recognition CVPR 2026 See Through the Noise: Improving Domain Generalization in Gaze Estimation CVPR 2026 SGSoft: Learning Fused Semantic-Geometric Features for 3D Shape Correspondence via Template-Guided Soft Signals CVPR 2026 Situated Embedding Models for Context-Aware Dense Retrieval ACL 2026 SMV-EAR: Bring Spatiotemporal Multi-View Representation Learning into Efficient Event-Based Action Recognition CVPR 2026 Spatial-Frequency Collaborative Learning for Occluded Visible-Infrared Person Re-Identification CVPR 2026 StaMo: Unsupervised Learning of Generalizable Robot Motion from Compact State Representation CVPR 2026 STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026 STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation ACL 2026 STRNet: Visual Navigation with Spatio-Temporal Representation through Dynamic Graph Aggregation CVPR 2026 Target-Aware Invertible Encoder with Reconstruction Guidance for Infrared Small Target Detection CVPR 2026 Taxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal Models CVPR 2026 Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings ACL 2026 Text-Guided Multi-Scale Frequency Representation Adaptation ACL 2026 THE MORE, THE MERRIER: CONTRASTIVE FUSION FOR HIGHER-ORDER MULTIMODAL ALIGNMENT CVPR 2026