Representation Learning

Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning CVPR 2025 Self-Organizing Visual Prototypes for Non-Parametric Representation Learning ICML 2025 SemVink: Advancing VLMs’ Semantic Understanding of Optical Illusions via Visual Global Thinking EMNLP 2025 SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning CVPR 2025 Sequence Matters: Harnessing Video Models in 3D Super-Resolution AAAI 2025 Set Valued Predictions For Robust Domain Generalization ICML 2025 SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025 Shared Path: Unraveling Memorization in Multilingual LLMs through Language Similarities EMNLP 2025 Sharpening Neural Implicit Functions with Frequency Consolidation Priors AAAI 2025 Shift Equivariant Pose Network WACV 2025 Shortcut Learning in Safety: The Impact of Keyword Bias in Safeguards ACL 2025 ShowMak3r: Compositional TV Show Reconstruction CVPR 2025 Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation EMNLP 2025 Simple Path Structural Encoding for Graph Transformers ICML 2025 Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data ICML 2025 Small Language Model Makes an Effective Long Text Extractor AAAI 2025 SMART-PC: Skeletal Model Adaptation for Robust Test-Time Training in Point Clouds ICML 2025 SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025 SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning CVPR 2025 SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025 Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning ICCV 2025 SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer CVPR 2025 Something’s Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks ACL 2025 Span-based Semantic Role Labeling as Lexicalized Constituency Tree Parsing ACL 2025 Sparse Activation Editing for Reliable Instruction Following in Narratives EMNLP 2025