Representation Learning

Sparse Autoencoder Features for Classifications and Transferability EMNLP 2025 Spatially-Adaptive Hash Encodings for Neural Surface Reconstruction WACV 2025 Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025 Spatiotemporal-Aware Neural Fields for Dynamic CT Reconstruction AAAI 2025 SpectralAR: Spectral Autoregressive Visual Generation ICCV 2025 Spectral Estimators for Multi-Index Models: Precise Asymptotics and Optimal Weak Recovery COLT 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 Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025 SSOLE: Rethinking Orthogonal Low-rank Embedding for Self-Supervised Learning ICLR 2025 Stabilizing Sample Similarity in Representation via Mitigating Random Consistency ICML 2025 State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025 Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025 Steering off Course: Reliability Challenges in Steering Language Models ACL 2025 Steinmetz Neural Networks for Complex-Valued Data AISTATS 2025 ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data AAAI 2025 STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation CVPR 2025 STNAGNN: Data-driven Spatio-temporal Brain Connectivity beyond FC MIDL 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025 Structural Patent Classification Using Label Hierarchy Optimization EMNLP 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Structured IB: Improving Information Bottleneck with Structured Feature Learning AAAI 2025 Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency EMNLP 2025 Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025