Representation Learning

SMP-Attack: Boosting the Transferability of Feature Importance-based Adversarial Attack with Semantics-aware Multi-granularity Patchout ICCV 2025 Sneaking Syntax into Transformer Language Models with Tree Regularization NAACL 2025 SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025 Socially-Informed Reconstruction for Pedestrian Trajectory Forecasting WACV 2025 SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CoRL 2025 Soft Reasoning Paths for Knowledge Graph Completion IJCAI 2025 Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning ICCV 2025 SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer CVPR 2025 SOGS: Second-Order Anchor for Advanced 3D Gaussian Splatting CVPR 2025 SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest EMNLP 2025 Solving Copyright Infringement on Short Video Platforms: Novel Datasets and an Audio Restoration Deep Learning Pipeline IJCAI 2025 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 Sortformer: A Novel Approach for Permutation-Resolved Speaker Supervision in Speech-to-Text Systems ICML 2025 SoundVista: Novel-View Ambient Sound Synthesis via Visual-Acoustic Binding CVPR 2025 SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs IJCAI 2025 Sp3ctralMamba: Physics-Driven Joint State Space Model for Hyperspectral Image Reconstruction AAAI 2025 Sparse Autoencoder Features for Classifications and Transferability EMNLP 2025 Sparse Autoencoders, Again? ICML 2025 Sparse Autoencoders for Hypothesis Generation ICML 2025 Sparse components distinguish visual pathways & their alignment to neural networks ICLR 2025 Sparse Fine-Tuning of Transformers for Generative Tasks ICCV 2025 Sparse Latents Steer Retrieval-Augmented Generation ACL 2025 Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs EMNLP 2025