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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

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Showing 1–25 of 135 papers

TitleStatusHype
A Graph-in-Graph Learning Framework for Drug-Target Interaction Prediction—0
Few-shot Novel Category DiscoveryCode0
Towards Quantifying Long-Range Interactions in Graph Machine Learning: a Large Graph Dataset and a MeasurementCode1
Accurate and Scalable Graph Neural Networks via Message InvarianceCode0
Generate, Transduct, Adapt: Iterative Transduction with VLMs—0
Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks—0
Single-View Graph Contrastive Learning with Soft Neighborhood AwarenessCode0
Predictive Insights into LGBTQ+ Minority Stress: A Transductive Exploration of Social Media DiscourseCode0
A Theory for Compressibility of Graph Transformers for Transductive Learning—0
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language ModelsCode0
Transductive Learning for Near-Duplicate Image Detection in Scanned Photo Collections—0
GraphRouter: A Graph-based Router for LLM SelectionsCode2
VLSI Hypergraph Partitioning with Deep Learning—0
wav2graph: A Framework for Supervised Learning Knowledge Graph from SpeechCode2
Transductive Active Learning with Application to Safe Bayesian OptimizationCode1
Structure-Aware Consensus Network on Graphs with Few Labeled NodesCode0
Anomaly Detection of Tabular Data Using LLMs—0
Bayesian Circular Regression with von Mises Quasi-Processes—0
The Benefits and Risks of Transductive Approaches for AI Fairness—0
Graph Transductive Defense: a Two-Stage Defense for Graph Membership Inference Attacks—0
Boosting Vision-Language Models with TransductionCode2
Is Transductive Learning Equivalent to PAC Learning?—0
Label Propagation for Zero-shot Classification with Vision-Language ModelsCode1
Mind the Domain Gap: a Systematic Analysis on Bioacoustic Sound Event DetectionCode2
FlowCyt: A Comparative Study of Deep Learning Approaches for Multi-Class Classification in Flow Cytometry BenchmarkingCode0
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