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Logarithmic Time Online Multiclass prediction
Neural Information Processing Systems (NeurIPS), 2014
6 June 2014
A. Choromańska
John Langford
Re-assign community
ArXiv (abs)
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Papers citing
"Logarithmic Time Online Multiclass prediction"
31 / 31 papers shown
Label Embedding via Low-Coherence Matrices
Jianxin Zhang
Clayton Scott
391
0
0
31 May 2023
PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation
International Conference on Machine Learning (ICML), 2023
Eli Chien
Jiong Zhang
Cho-Jui Hsieh
Jyun-Yu Jiang
Wei-Cheng Chang
O. Milenkovic
Hsiang-Fu Yu
267
11
0
21 May 2023
Improving Dual-Encoder Training through Dynamic Indexes for Negative Mining
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Nicholas Monath
Manzil Zaheer
Kelsey R. Allen
Andrew McCallum
305
7
0
27 Mar 2023
Federated Multiple Label Hashing (FedMLH): Communication Efficient Federated Learning on Extreme Classification Tasks
Nastaran Moradzadeh Farid
Chen Dun
Maryam Saeedi Fard
A. Nickabadi
Anshumali Shrivastava
FedML
167
4
0
23 Oct 2021
Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification
Jiong Zhang
Wei-Cheng Chang
Hsiang-Fu Yu
Inderjit S. Dhillon
356
130
0
01 Oct 2021
Label Disentanglement in Partition-based Extreme Multilabel Classification
Xuanqing Liu
Wei-Cheng Chang
Hsiang-Fu Yu
Cho-Jui Hsieh
Inderjit S. Dhillon
221
11
0
24 Jun 2021
A Tale of Two Efficient and Informative Negative Sampling Distributions
International Conference on Machine Learning (ICML), 2020
Shabnam Daghaghi
Tharun Medini
Nicholas Meisburger
Beidi Chen
Mengnan Zhao
Anshumali Shrivastava
225
11
0
31 Dec 2020
Online probabilistic label trees
International Conference on Artificial Intelligence and Statistics (AISTATS), 2020
Kalina Jasinska-Kobus
Marek Wydmuch
D. Thiruvenkatachari
Krzysztof Dembczyñski
VLM
211
9
0
08 Jul 2020
Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products
Neural Information Processing Systems (NeurIPS), 2019
Tharun Medini
Qixuan Huang
Yiqiu Wang
Vijai Mohan
Anshumali Shrivastava
293
72
0
28 Oct 2019
LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm
Ziyu Liu
Guolin Ke
Jiang Bian
Tie-Yan Liu
134
1
0
25 Aug 2019
LdSM: Logarithm-depth Streaming Multi-label Decision Trees
International Conference on Artificial Intelligence and Statistics (AISTATS), 2019
Maryam Majzoubi
A. Choromańska
483
12
0
24 May 2019
Joint Optimization of Tree-based Index and Deep Model for Recommender Systems
Ziru Xu
Daqing Chang
Xinhang Li
Pengye Zhang
Xiang Li
Jie He
Han Li
Jian Xu
Kun Gai
200
113
0
19 Feb 2019
A no-regret generalization of hierarchical softmax to extreme multi-label classification
Marek Wydmuch
Kalina Jasinska
Mikhail Kuznetsov
R. Busa-Fekete
Krzysztof Dembczyñski
364
117
0
27 Oct 2018
Extreme Classification in Log Memory
Qixuan Huang
Yiqiu Wang
Tharun Medini
Anshumali Shrivastava
VLM
204
3
0
09 Oct 2018
On the Calibration of Nested Dichotomies for Large Multiclass Tasks
Tim Leathart
E. Frank
Bernhard Pfahringer
G. Holmes
225
1
0
08 Sep 2018
Contextual Memory Trees
International Conference on Machine Learning (ICML), 2018
Wen Sun
A. Beygelzimer
Hal Daumé
John Langford
Paul Mineiro
257
9
0
17 Jul 2018
Efficient Loss-Based Decoding on Graphs For Extreme Classification
Itay Evron
E. Moroshko
K. Crammer
408
15
0
08 Mar 2018
Learning Tree-based Deep Model for Recommender Systems
Ziru Xu
Longji Xu
Pengye Zhang
Guozheng Li
Jie He
Han Li
Kun Gai
485
333
0
08 Jan 2018
Candidates vs. Noises Estimation for Large Multi-Class Classification Problem
Lei Han
Yiheng Huang
Tong Zhang
180
3
0
02 Nov 2017
An Online Hierarchical Algorithm for Extreme Clustering
Ari Kobren
Nicholas Monath
A. Krishnamurthy
Andrew McCallum
272
13
0
06 Apr 2017
Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification
Neural Information Processing Systems (NeurIPS), 2017
Bikash Joshi
Massih-Reza Amini
Ioannis Partalas
F. Iutzeler
Yury Maximov
MQ
392
16
0
23 Jan 2017
Distributed Optimization of Multi-Class SVMs
Maximilian Alber
Julian Zimmert
Ürün Dogan
Matthias Kirchler
VLM
236
14
0
25 Nov 2016
Log-time and Log-space Extreme Classification
Kalina Jasinska
Nikos Karampatziakis
AI4TS
149
15
0
07 Nov 2016
Simultaneous Learning of Trees and Representations for Extreme Classification and Density Estimation
International Conference on Machine Learning (ICML), 2016
Yacine Jernite
A. Choromańska
David Sontag
321
38
0
14 Oct 2016
Logarithmic Time One-Against-Some
Hal Daumé
Nikos Karampatziakis
John Langford
Paul Mineiro
284
46
0
15 Jun 2016
On the boosting ability of top-down decision tree learning algorithm for multiclass classification
A. Choromańska
K. Choromanski
Mariusz Bojarski
194
7
0
17 May 2016
A Hierarchical Spectral Method for Extreme Classification
Paul Mineiro
Nikos Karampatziakis
190
1
0
10 Nov 2015
Reinforced Decision Trees
Aurélia Léon
Ludovic Denoyer
107
1
0
05 May 2015
Fast Label Embeddings for Extremely Large Output Spaces
International Conference on Learning Representations (ICLR), 2014
Paul Mineiro
Nikos Karampatziakis
250
29
0
30 Mar 2015
Scalable Multilabel Prediction via Randomized Methods
Nikos Karampatziakis
Paul Mineiro
275
7
0
09 Feb 2015
Learning Reductions that Really Work
A. Beygelzimer
Hal Daumé
John Langford
Paul Mineiro
AI4CE
283
24
0
09 Feb 2015
1
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