transductive learning

117 papers

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Also known as

TZSL

Co-occurring keywords

semi-supervised learning (2331) few-shot learning (3390) graph neural network (3945) label propagation (185) generalization bound (649) domain adaptation (4578) zero-shot learning (3637) matrix completion (356) node classification (480) online learning (1770)

Papers

Medical Image Segmentation with Minimal Labeling Effort: How Far Can We Push the Limits? AAAI 2026

TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026

Rethinking Label Consistency of In-Context Learning: An Implicit Transductive Label Propagation Perspective AAAI 2026

Posterior Label Smoothing for Node Classification AAAI 2026

Towards Improved Risk Bounds for Transductive Learning IJCAI 2025

Generate, Transduct, Adapt: Iterative Transduction with VLMs ICCV 2025

Realistic Test-Time Adaptation of Vision-Language Models CVPR 2025

UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning CVPR 2025

A Density-driven Iterative Prototype Optimization for Transductive Few-shot Learning IJCAI 2024

Contrastive Credibility Propagation for Reliable Semi-supervised Learning AAAI 2024

Transductive Learning is Compact NIPS 2024

Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024

Regularization and Optimal Multiclass Learning COLT 2024

Article Classification with Graph Neural Networks and Multigraphs COLING 2024

Boosting Vision-Language Models with Transduction NIPS 2024

Document Set Expansion with Positive-Unlabeled Learning Using Intractable Density Estimation COLING 2024

Multiclass Transductive Online Learning NIPS 2024

Information-Theoretic Generalization Bounds for Transductive Learning and its Applications JMLR 2024

Margin-Based Active Learning of Classifiers JMLR 2024

Online Classification with Predictions NIPS 2024

Transductive Active Learning: Theory and Applications NIPS 2024

Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification AISTATS 2023

Fast Online Node Labeling for Very Large Graphs ICML 2023

Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning CVPR 2023

Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023