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nearest neighbor classification

37 papers

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Co-occurring keywords

metric learning (1190) nearest neighbor (218) k-nearest neighbor (152) convergence rate (607) nearest neighbor classifier (31) distance metric (84) metric space (87) margin-based classification (13) few-shot learning (3398) representation learning (6206)

Papers

Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025
Howard University-AI4PC at SemEval-2025 Task 7: Crosslingual Fact-Checked Claim Retrieval-Combining Zero-Shot Claim Extraction and KNN-Based Classification for Multilingual Claim Matching ACL 2025
Towards Universal Fake Image Detectors That Generalize Across Generative Models CVPR 2023
LT3 at SemEval-2022 Task 6: Fuzzy-Rough Nearest Neighbor Classification for Sarcasm Detection SEMEVAL 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning CVPR 2022
LT3 at SemEval-2022 Task 6: Fuzzy-Rough Nearest Neighbor Classification for Sarcasm Detection NAACL 2022
Knowing the No-match: Entity Alignment with Dangling Cases IJCNLP 2021
Predictive Power of Nearest Neighbors Algorithm under Random Perturbation AISTATS 2021
Z-Score Normalization, Hubness, and Few-Shot Learning ICCV 2021
Adversarial Examples for k-Nearest Neighbor Classifiers Based on Higher-Order Voronoi Diagrams NIPS 2021
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference EMNLP 2020
Statistical Guarantees of Distributed Nearest Neighbor Classification NIPS 2020
An adaptive nearest neighbor rule for classification NIPS 2019
Multi-task {K}ernel {L}earning Based on {P}robabilistic {L}ipschitzness ALT 2018
Achieving the time of 1-NN, but the accuracy of k-NN AISTATS 2018
Rate of Convergence of $k$-Nearest-Neighbor Classification Rule JMLR 2018
Two dimensional Large Margin Nearest Neighbor for Matrix Classification IJCAI 2017
Fast Classification with Binary Prototypes AISTATS 2017
K-SRL: Instance-based Learning for Semantic Role Labeling COLING 2016
A Novel Locally Linear KNN Model for Visual Recognition CVPR 2015
Rates of Convergence for Nearest Neighbor Classification NIPS 2014
Near-optimal sample compression for nearest neighbors NIPS 2014
Maximum Margin Multiclass Nearest Neighbors ICML 2014
Stochastic Neighbor Compression ICML 2014
Discriminative Metric Learning by Neighborhood Gerrymandering NIPS 2014