Self-Supervised Learning

From Contrast to Consistency: Rethinking Event-based Continuous-Time Optical Flow Estimation CVPR 2026 From Graph to Text and Back: Semantic Fidelity in Automated Industrial Knowledge Graphs ACL 2026 From Moves to Paths: A Hierarchical Framework for Trajectory Representation Learning UAI 2026 From None to All: Self-Supervised 3D Reconstruction via Novel View Synthesis CVPR 2026 From Rays to Projections: Better Inputs for Feed-Forward View Synthesis CVPR 2026 From Static to Dynamic: Exploring Self-supervised Image-to-Video Representation Transfer Learning CVPR 2026 GorillaWatch: An Automated System for In-the-Wild Gorilla Re-Identification and Population Monitoring WACV 2026 Gracefully Air-Written: Enhancing the Legibility and Style Consistency of In-Air Handwriting AAAI 2026 GS-ASM: 2DGS-Supervised Active Stereo Matching CVPR 2026 Hierarchical Process Reward Models are Symbolic Vision Learners CVPR 2026 Impact of a Data-driven Teaching Approach on 9th Graders Conceptual Understanding of Machine Learning AAAI 2026 Improving Long-Context Translation via Self-Supervised Dual Learning ACL 2026 In Pursuit of Pixel Supervision for Visual Pre-training CVPR 2026 Interleaved Latent Visual Reasoning with Selective Perceptual Modeling ACL 2026 InternVideo-Next: Towards World-Understanding Video Models CVPR 2026 InvCoSS: Inversion-driven Continual Self-supervised Learning in Medical Multi-modal Image Pre-training CVPR 2026 Investigating Self-Supervised Representations for Audio-Visual Deepfake Detection CVPR 2026 Learning a Unified Latent Action Space from Videos with Action-centric Cycle Consistency CVPR 2026 Learning Cross-View Object Correspondence via Cycle-Consistent Mask Prediction CVPR 2026 Learning from Semantic Dictionaries: Discriminative Codebook Contrastive Learning for Unified Visual Representation and Generation CVPR 2026 Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision CVPR 2026 Learning Spatio-temporal Feature Representations for Video-based Gaze Estimation WACV 2026 Learning Structure-Aware Foundational Representation of Rat Testicular Tubules Using Multiple Instance Learning MIDL 2026 Learning to Drive is a Free Gift: Large-Scale Label-Free Autonomy Pretraining from Unposed In-The-Wild Videos CVPR 2026 Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models CVPR 2026