Semi-Supervised Learning

Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information AAAI 2026 Generalized Distribution-Free Semi-Supervised Learning with Risk Rewrite UAI 2026 Geometric Correspondence Constrained Pseudo-Label Alignment for Source-Free Domain Adaptive Fundus Image Segmentation AAAI 2026 Graph-based Label-Efficient Learning: When Graph-Structured Data Meets Limited Labels AAAI 2026 Graph-Theoretic Consistency for Robust and Topology-Aware Semi-Supervised Histopathology Segmentation (Student Abstract) AAAI 2026 Identifying Labeling Mechanism in Positive–Unlabeled Learning under Unknown Class Prior UAI 2026 Incomplete In-context Learning ACL 2026 Learning Beyond Vision: Vision-Language Distillation and Edge-Aware Mix Diffusion in Semi-Supervised Semantic Segmentation AAAI 2026 Learning from Unknown for Open-Set Test-Time Adaptation WACV 2026 Learning to Parse and Reconstruct: Bidirectional Modeling of Question-to-Program Mapping AAAI 2026 Let the Void Be Void: Robust Open-Set Semi-Supervised Learning via Selective Non-Alignment AAAI 2026 Logit-Adjusted Test-Time Adaptation under Partial Class Imbalance WACV 2026 Medical Image Segmentation with Minimal Labeling Effort: How Far Can We Push the Limits? AAAI 2026 ME-SFDA: Marginal Exploration with Pyramidal Atkinson-Shiffrin Memory for Source-Free Domain Adaptation AAAI 2026 Multi-Modal Representation Learning via Semi-Supervised Rate Reduction for Generalized Category Discovery CVPR 2026 Multi-View Clustering with Granularity-Aware Pseudo Supervision AAAI 2026 Neural Collapse Priors Driven Trust Semi-Supervised Multi-View Classification AAAI 2026 On the Calibration of Image Semi-Supervised Learning Models AAAI 2026 Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning AAAI 2026 PARS: Partial-Label-Learning-inspired Recommender Systems AAAI 2026 PEOCH: Online Cross-Modal Hashing with Semi-Supervised Streaming Data Driving Prototype Evolution AAAI 2026 Perceive, Act and Correct: Confidence Is Not Enough for Hyperspectral Classification AAAI 2026 PrevMatch: Revisiting and Maximizing Temporal Knowledge in Semi-Supervised Semantic Segmentation WACV 2026 ProPL: Universal Semi-Supervised Ultrasound Image Segmentation via Prompt-Guided Pseudo-Labeling AAAI 2026 Reciprocal Teaching: Dynamic Multi-Model Teacher-Student Learning for Multiple Noisy Annotations WACV 2026