SOTAVerified

Transductive Learning

In this setting, both a labeled training sample and an (unlabeled) test sample are provided at training time. The goal is to predict only the labels of the given test instances as accurately as possible.

Papers

Showing 76100 of 135 papers

TitleStatusHype
Hypergraph Pre-training with Graph Neural Networks0
Transductive Learning for Abstractive News Summarization0
Uniting Heterogeneity, Inductiveness, and Efficiency for Graph Representation Learning0
Learning Graph Neural Networks with Positive and Unlabeled Nodes0
Fast Few-Shot Classification by Few-Iteration Meta-LearningCode0
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time0
Robust Collective Classification against Structural Attacks0
Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples0
Automatic Organization of Neural Modules for Enhanced Collaboration in Neural Networks0
Predicting Strategic Behavior from Free TextCode0
Graph-based Interpolation of Feature Vectors for Accurate Few-Shot ClassificationCode0
Node Masking: Making Graph Neural Networks Generalize and Scale Better0
Robust Multi-Output Learning with Highly Incomplete Data via Restricted Boltzmann Machines0
Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning0
Transductive Learning of Neural Language Models for Syntactic and Semantic Analysis0
Transductive Learning for Zero-Shot Object Detection0
Characterize and Transfer Attention in Graph Neural Networks0
Generating Accurate Pseudo-labels in Semi-Supervised Learning and Avoiding Overconfident Predictions via Hermite Polynomial ActivationsCode0
HONEM: Learning Embedding for Higher Order Networks0
Learning to learn via Self-CritiqueCode0
Label Propagation for Deep Semi-supervised LearningCode0
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning0
Data Selection with Feature Decay Algorithms Using an Approximated Target Side0
Transductive Learning with String Kernels for Cross-Domain Text Classification0
Cross-domain aspect extraction for sentiment analysis: a transductive learning approach0
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