Self-Supervised Learning

TGCD: A Framework for Generalized Category Discovery in Time-Series Data AAAI 2026 The Semantic Architect: How FEAML Bridges Structured Data and LLMs for Multi-Label Tasks AAAI 2026 Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring AAAI 2026 TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting AAAI 2026 Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications AAAI 2026 Time Series Class-Incremental Learning via Confidence-guided Mask Distillation and Prototype-guided Contrastive Learning AAAI 2026 Towards Automated Self-Supervised Learning for Truly Unsupervised Graph Anomaly Detection (Abstract Reprint) AAAI 2026 Towards High-Fidelity, Identity-Preserving Real-Time Makeup Transfer: Decoupling Style Generation WACV 2026 Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing AAAI 2026 Towards Robust, Reliable, and Generalized Medical AI AAAI 2026 Tracing the Heart’s Pathways: ECG Representation Learning from a Cardiac Conduction Perspective AAAI 2026 Training-free Conditional Image Embedding Framework Leveraging Large Vision Language Models WACV 2026 TrajAgg: Dual-Scale Feature Aggregation with Hybrid Training for Trajectory Similarity Computation in Free Space AAAI 2026 Trusted Multi-view Learning for Long-tailed Classification AAAI 2026 TS-PCI: Point Cloud Frame Interpolation with Time-Aware Point Cloud Sampling and Self-Supervised Learning Strategy WACV 2026 UniGaze: Towards Universal Gaze Estimation via Large-scale Pre-Training WACV 2026 Universal EEG Epilepsy Detection via Evidential Multi-View De-Biasing AAAI 2026 Unleashing the Power of Image-Tabular Self-Supervised Learning via Breaking Cross-Tabular Barriers AAAI 2026 VasoMIM: Vascular Anatomy-Aware Masked Image Modeling for Vessel Segmentation AAAI 2026 Visibility guided Self-Supervised Occlusion-Resilient Human Pose Estimation WACV 2026 Wearable Intelligence for Healthcare Robotics: From Brain Activity to Body Movements AAAI 2026 What Happens When: Learning Temporal Orders of Events in Videos WACV 2026 What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning AAAI 2026 Whole-Body Coordination for Dynamic Object Grasping with Legged Manipulators AAAI 2026 X-JEPA: A Novel Joint Learning Cross-Modal Predictive Alignment Framework for Remote Sensing Image Retrieval WACV 2026