representation learning

SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning CVPR 2025 Something’s Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks ACL 2025 Sonata: Self-Supervised Learning of Reliable Point Representations CVPR 2025 SPACE: Your Genomic Profile Predictor is a Powerful DNA Foundation Model ICML 2025 Sparse Fine-Tuning of Transformers for Generative Tasks ICCV 2025 Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs EMNLP 2025 Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction AAAI 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025 Spectral Insights into Data-Oblivious Critical Layers in Large Language Models ACL 2025 Spectral State Space Model for Rotation-Invariant Visual Representation Learning CVPR 2025 Spotlighter: Revisiting Prompt Tuning from a Representative Mining View EMNLP 2025 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025 StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity Alignment IJCAI 2025 State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025 Statistical inference on black-box generative models in the data kernel perspective space ACL 2025 Statistical Model-driven Similarity Hashing: Bridging Modalities for Efficient Unsupervised Retrieval AAAI 2025 STDDNet: Harnessing Mamba for Video Polyp Segmentation via Spatial-aligned Temporal Modeling and Discriminative Dynamic Representation Learning ICCV 2025 STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models EMNLP 2025 Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models ACL 2025 Stem-OB: Generalizable Visual Imitation Learning with Stem-Like Convergent Observation through Diffusion Inversion ICLR 2025 STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification CVPR 2025 STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation CVPR 2025 Stop Jostling: Adaptive Negative Sampling Reduces the Marginalization of Low-Resource Language Tokens by Cross-Entropy Loss COLING 2025 ST-ReP: Learning Predictive Representations Efficiently for Spatial-Temporal Forecasting AAAI 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025