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nearest neighbor classifier

31 papers

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Also known as

NNC

Co-occurring keywords

nearest neighbor (218) prototype learning (405) active learning (1301) k-nearest neighbor (152) metric space (87) nearest neighbor classification (37) feature extraction (1580) few-shot learning (3398) metric learning (1190) image classification (1944)

Papers

A Hybrid Weighted Nearest Neighbour Classifier for Semi-Supervised Learning JMLR 2025
In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning ACL 2025
One-Layer Transformer Provably Learns One-Nearest Neighbor In Context NIPS 2024
Distributionally robust weighted k-nearest neighbors NIPS 2022
On Generalizations of Some Distance Based Classifiers for HDLSS Data JMLR 2022
Federated Nearest Neighbor Classification with a Colony of Fruit-Flies AAAI 2022
MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022
Nearest Neighbor Classifier Embedded Network for Active Learning AAAI 2021
On Convergence of Nearest Neighbor Classifiers over Feature Transformations NIPS 2020
pyDML: A Python Library for Distance Metric Learning JMLR 2020
Attribute Propagation Network for Graph Zero-Shot Learning AAAI 2020
An adaptive nearest neighbor rule for classification NIPS 2019
Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category Graph IJCAI 2019
Generalization Error Analysis of Quantized Compressive Learning NIPS 2019
Active Nearest-Neighbor Learning in Metric Spaces JMLR 2018
To Trust Or Not To Trust A Classifier NIPS 2018
Analyzing the Robustness of Nearest Neighbors to Adversarial Examples ICML 2018
A Property Testing Framework for the Theoretical Expressivity of Graph Kernels IJCAI 2018
Theoretical Analysis of Cross-Validation for Estimating the Risk of the $k$-Nearest Neighbor Classifier JMLR 2018
Building a Regular Decision Boundary With Deep Networks CVPR 2017
Two dimensional Large Margin Nearest Neighbor for Matrix Classification IJCAI 2017
Active Nearest-Neighbor Learning in Metric Spaces NIPS 2016
A Bayes consistent 1-NN classifier AISTATS 2015
Submodularity in Data Subset Selection and Active Learning ICML 2015
Maximum Margin Multiclass Nearest Neighbors ICML 2014