Self-Supervised Learning

3D sans 3D Scans: Scalable Pre-training from Video-Generated Point Clouds CVPR 2026 A-V Representation Learning via Audio Shift Prediction for Multimodal Deepfake Detection and Temporal Localization WACV 2026 DINO Eats CLIP: Adapting Beyond Knowns for Open-set 3D Object Retrieval CVPR 2026 Finding Distributed Object-Centric Properties in Self-Supervised Transformers CVPR 2026 Focus-to-Perceive Representation Learning: A Cognition-Inspired Hierarchical Framework for Endoscopic Video Analysis CVPR 2026 INSID3: Training-Free In-Context Segmentation with DINOv3 CVPR 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment CVPR 2026 LA-Pose: Latent Action Pretraining Meets Pose Estimation CVPR 2026 Learning 3D Reconstruction with Priors in Test Time CVPR 2026 Learning 3D Representations for Spatial Intelligence from Unposed Multi-View Images CVPR 2026 Learning Effective Sign Features without Text for Gloss-free Sign Language Translation CVPR 2026 Learning to See Through a Baby's Eyes: Early Visual Diets Enable Robust Visual Intelligence in Humans and Machines CVPR 2026 Learning to Track Instance from Single Nature Language Description CVPR 2026 Masked-Diffusion Autoencoders for 3D Medical Vision Representation Learning CVPR 2026 Masked Representation Modeling for Domain-Adaptive Segmentation CVPR 2026 Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models ACL 2026 Object-Centric Latent Action Learning AAAI 2026 On the Asymptotics of Self-Supervised Pre-training: Two-Stage M-Estimation and Representation Symmetry COLT 2026 PropFly: Learning to Propagate via On-the-Fly Supervision from Pre-trained Video Diffusion Models CVPR 2026 Reading Your Actions: Learning Generalizable Action Representations via Pre-training AEMG CVPR 2026 RelightAnyone: A Generalized Relightable 3D Gaussian Head Model CVPR 2026 RNN as Linear Transformer: A Closer Investigation into Representational Potentials of Visual Mamba Models CVPR 2026 SARMAE: Masked Autoencoder for SAR Representation Learning CVPR 2026 Self-Diffusion Driven Blind Imaging CVPR 2026