Self-Supervised Learning

FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 FastVideoEdit: Leveraging Consistency Models for Efficient Text-to-Video Editing WACV 2025 FDS: Feedback-Guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization WACV 2025 Feature Extraction and Representation of Pre-training Point Cloud Based on Diffusion Models ICCV 2025 Feature-Level and Spatial-Level Activation Expansion for Weakly-Supervised Semantic Segmentation WACV 2025 Feed-Forward SceneDINO for Unsupervised Semantic Scene Completion ICCV 2025 First Analyze Then Enhance: A Task-Aware System for Speech Separation, Denoising, and Dereverberation Interspeech 2025 Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training ACL 2025 FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models EMNLP 2025 Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images CVPR 2025 Foundation Model Hidden Representations for Heart Rate Estimation from Auscultation Interspeech 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM CVPR 2025 Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning AAAI 2025 From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions NAACL 2025 From Human Reading to NLM Understanding: Evaluating the Role of Eye-Tracking Data in Encoder-Based Models ACL 2025 From Linearity to Non-Linearity: How Masked Autoencoders Capture Spatial Correlations ICCV 2025 From Pretraining to Performance: Benchmarking Self-Supervised Speech Models for Interspeech-25 SER Challenge Interspeech 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 From Tens of Hours to Tens of Thousands: Scaling Back-Translation for Speech Recognition EMNLP 2025 From Words to Waves: Analyzing Concept Formation in Speech and Text-Based Foundation Models Interspeech 2025 FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning CVPR 2025 GARF: Learning Generalizable 3D Reassembly for Real-World Fractures ICCV 2025 GaussianOcc: Fully Self-supervised and Efficient 3D Occupancy Estimation with Gaussian Splatting ICCV 2025 GDiffRetro: Retrosynthesis Prediction with Dual Graph Enhanced Molecular Representation and Diffusion Generation AAAI 2025