Self-Supervised Learning

Vision Transformers Need More Than Registers CVPR 2026 VT-Intrinsic: Physics-Based Decomposition of Reflectance and Shading using a Single Visible-Thermal Image Pair CVPR 2026 X-WIN: Building Chest Radiograph World Model via Predictive Sensing CVPR 2026 Zero-Shot Function Encoder-Based Differentiable Predictive Control L4DC 2026 3D Annotation-Free Learning by Distilling 2D Open-Vocabulary Segmentation Models for Autonomous Driving AAAI 2025 3D Denoisers Are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation AAAI 2025 3SAT: A Simple Self-Supervised Adversarial Training Framework AAAI 2025 4D Visual Pre-training for Robot Learning ICCV 2025 A Bias-Free Training Paradigm for More General AI-generated Image Detection CVPR 2025 Accent Normalization Using Self-Supervised Discrete Tokens with Non-Parallel Data Interspeech 2025 ACE: Anatomically Consistent Embeddings in Composition and Decomposition WACV 2025 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025 AdaCo: Overcoming Visual Foundation Model Noise in 3D Semantic Segmentation via Adaptive Label Correction AAAI 2025 A Decade's Battle on Dataset Bias: Are We There Yet? ICLR 2025 A Domain Robust Pre-Training Method with Local Prototypes for Speaker Verification Interspeech 2025 Advancing Medical Image Segmentation with Self-Supervised Learning: A 3D Student-Teacher Approach for Cardiac and Neurological Imaging MIDL 2025 Adversarial Robustness of Discriminative Self-Supervised Learning in Vision ICCV 2025 AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images AAAI 2025 AfriHuBERT: A self-supervised speech representation model for African languages Interspeech 2025 AIF-SFDA: Autonomous Information Filter Driven Source-Free Domain Adaptation for Medical Image Segmentation AAAI 2025 AIM: Amending Inherent Interpretability via Self-Supervised Masking ICCV 2025 A Lottery Ticket Hypothesis Approach with Sparse Fine-tuning and MAE for Image Forgery Detection and Localization AAAI 2025 Analysis of ABC Frontend Audio Systems for the NIST-SRE24 Interspeech 2025 Analysis of Semantic and Acoustic Token Variability Across Speech, Music, and Audio Domains Interspeech 2025 AnimateAnything: Consistent and Controllable Animation for Video Generation CVPR 2025