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2010.07765
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On Convergence of Nearest Neighbor Classifiers over Feature Transformations
15 October 2020
Luka Rimanic
Cédric Renggli
Yue Liu
Ce Zhang
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Papers citing
"On Convergence of Nearest Neighbor Classifiers over Feature Transformations"
15 / 15 papers shown
Title
Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions
Bojan Karlavs
Peng Li
Renzhi Wu
Nezihe Merve Gürel
Xu Chu
Wentao Wu
Ce Zhang
33
57
0
11 May 2020
Deep k-NN for Noisy Labels
Dara Bahri
Heinrich Jiang
Maya R. Gupta
NoLa
25
81
0
26 Apr 2020
Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?
R. Jia
Fan Wu
Xuehui Sun
Jiacen Xu
David Dao
Bhavya Kailkhura
Ce Zhang
Yue Liu
D. Song
TDI
14
19
0
17 Nov 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
Xiaohua Zhai
J. Puigcerver
Alexander Kolesnikov
P. Ruyssen
C. Riquelme
...
Michael Tschannen
Marcin Michalski
Olivier Bousquet
Sylvain Gelly
N. Houlsby
SSL
49
432
0
01 Oct 2019
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms
Ruoxi Jia
David Dao
Wei Ping
F. Hubis
Nezihe Merve Gürel
Yue Liu
Ce Zhang
C. Spanos
D. Song
TDI
FedML
18
200
0
22 Aug 2019
Towards Efficient Data Valuation Based on the Shapley Value
R. Jia
David Dao
Wei Ping
F. Hubis
Nicholas Hynes
Nezihe Merve Gürel
Yue Liu
Ce Zhang
D. Song
C. Spanos
TDI
39
407
0
27 Feb 2019
Improving Generalization via Scalable Neighborhood Component Analysis
Zhirong Wu
Alexei A. Efros
Stella X. Yu
BDL
41
145
0
14 Aug 2018
Lipschitz regularity of deep neural networks: analysis and efficient estimation
Kevin Scaman
Aladin Virmaux
51
523
0
28 May 2018
Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep Learning
Nicolas Papernot
Patrick McDaniel
OOD
AAML
59
505
0
13 Mar 2018
k
k
k
-Nearest Neighbor Augmented Neural Networks for Text Classification
Zhiguo Wang
Wael Hamza
Linfeng Song
RALM
20
16
0
25 Aug 2017
Analyzing the Robustness of Nearest Neighbors to Adversarial Examples
Yizhen Wang
S. Jha
Kamalika Chaudhuri
AAML
65
155
0
13 Jun 2017
Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units
Wenling Shang
Kihyuk Sohn
Diogo Almeida
Honglak Lee
44
503
0
16 Mar 2016
Rates of Convergence for Nearest Neighbor Classification
Kamalika Chaudhuri
S. Dasgupta
72
147
0
30 Jun 2014
Fast learning rates for plug-in classifiers
Jean-Yves Audibert
Alexandre B. Tsybakov
264
467
0
17 Aug 2007
A tutorial on conformal prediction
Glenn Shafer
V. Vovk
173
1,122
0
21 Jun 2007
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