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Billion-scale similarity search with GPUs

Billion-scale similarity search with GPUs

IEEE Transactions on Big Data (TBD), 2017
28 February 2017
Jeff Johnson
Matthijs Douze
Edouard Grave
ArXiv (abs)PDFHTML

Papers citing "Billion-scale similarity search with GPUs"

50 / 2,119 papers shown
Current Limitations of Language Models: What You Need is Retrieval
Current Limitations of Language Models: What You Need is Retrieval
Aran Komatsuzaki
LRM
132
3
0
15 Sep 2020
Unsupervised Feature Learning by Autoencoder and Prototypical
  Contrastive Learning for Hyperspectral Classification
Unsupervised Feature Learning by Autoencoder and Prototypical Contrastive Learning for Hyperspectral ClassificationNeurocomputing (Neurocomputing), 2020
Zeyu Cao
Xiaorun Li
Liaoying Zhao
SSL
161
36
0
02 Sep 2020
Neural Code Search Revisited: Enhancing Code Snippet Retrieval through
  Natural Language Intent
Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent
Geert Heyman
Tom Van Cutsem
190
35
0
27 Aug 2020
Language Models as Knowledge Bases: On Entity Representations, Storage
  Capacity, and Paraphrased Queries
Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries
Benjamin Heinzerling
Kentaro Inui
KELM
255
150
0
20 Aug 2020
Self-Sampling for Neural Point Cloud Consolidation
Self-Sampling for Neural Point Cloud Consolidation
G. Metzer
Rana Hanocka
Raja Giryes
Daniel Cohen-Or
3DPC
295
38
0
14 Aug 2020
RODEO: Replay for Online Object Detection
RODEO: Replay for Online Object Detection
Manoj Acharya
Tyler L. Hayes
Christopher Kanan
ObjDCLL
164
49
0
14 Aug 2020
Distributed Tera-Scale Similarity Search with MPI: Provably Efficient
  Similarity Search over billions without a Single Distance Computation
Distributed Tera-Scale Similarity Search with MPI: Provably Efficient Similarity Search over billions without a Single Distance Computation
Nicholas Meisburger
Anshumali Shrivastava
127
4
0
05 Aug 2020
Fast top-K Cosine Similarity Search through XOR-Friendly Binary
  Quantization on GPUs
Fast top-K Cosine Similarity Search through XOR-Friendly Binary Quantization on GPUs
Xiaozheng Jian
Jianqiu Lu
Zexi Yuan
Aoyu Li
MQ
119
6
0
05 Aug 2020
Bringing UMAP Closer to the Speed of Light with GPU Acceleration
Bringing UMAP Closer to the Speed of Light with GPU AccelerationAAAI Conference on Artificial Intelligence (AAAI), 2020
Corey J. Nolet
V. Lafargue
Edward Raff
Thejaswi Nanditale
Tim Oates
John Zedlewski
Joshua Patterson
358
38
0
01 Aug 2020
Evaluating the reliability of acoustic speech embeddings
Evaluating the reliability of acoustic speech embeddingsInterspeech (Interspeech), 2020
Robin Algayres
Mohamed Salah Zaiem
Benoît Sagot
Emmanuel Dupoux
282
32
0
27 Jul 2020
Accelerating 3D Deep Learning with PyTorch3D
Accelerating 3D Deep Learning with PyTorch3D
Nikhila Ravi
Jeremy Reizenstein
David Novotny
Taylor Gordon
Wan-Yen Lo
Justin Johnson
Georgia Gkioxari
3DPC
398
1,063
0
16 Jul 2020
Autoregressive Unsupervised Image Segmentation
Autoregressive Unsupervised Image SegmentationEuropean Conference on Computer Vision (ECCV), 2020
Yassine Ouali
C´eline Hudelot
Myriam Tami
SSL
239
89
0
16 Jul 2020
MosAIc: Finding Artistic Connections across Culture with Conditional
  Image Retrieval
MosAIc: Finding Artistic Connections across Culture with Conditional Image Retrieval
Mark Hamilton
Stephanie Fu
Mindren Lu
Johnny Bui
Darius Bopp
...
Margaret Wang
Marina Rogers
Lei Zhang
Chris Hoder
William T. Freeman
231
3
0
14 Jul 2020
Generalized Few-Shot Video Classification with Video Retrieval and
  Feature Generation
Generalized Few-Shot Video Classification with Video Retrieval and Feature GenerationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Yongqin Xian
Bruno Korbar
Matthijs Douze
Lorenzo Torresani
Bernt Schiele
Zeynep Akata
VGen
183
21
0
09 Jul 2020
PinnerSage: Multi-Modal User Embedding Framework for Recommendations at
  Pinterest
PinnerSage: Multi-Modal User Embedding Framework for Recommendations at PinterestKnowledge Discovery and Data Mining (KDD), 2020
Aditya Pal
Chantat Eksombatchai
Yitong Zhou
Bo Zhao
Charles R. Rosenberg
J. Leskovec
247
158
0
07 Jul 2020
Climbing the WOL: Training for Cheaper Inference
Climbing the WOL: Training for Cheaper Inference
Zichang Liu
Zhaozhuo Xu
A. Ji
Jonathan Li
Beidi Chen
Anshumali Shrivastava
TPM
227
7
0
02 Jul 2020
Relevance-guided Supervision for OpenQA with ColBERT
Relevance-guided Supervision for OpenQA with ColBERT
Omar Khattab
Christopher Potts
Matei A. Zaharia
RALM
170
109
0
01 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense
  Text Retrieval
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
Lee Xiong
Chenyan Xiong
Ye Li
Kwok-Fung Tang
Jialin Liu
Paul N. Bennett
Junaid Ahmed
Arnold Overwijk
907
1,451
0
01 Jul 2020
Similarity Search for Efficient Active Learning and Search of Rare
  Concepts
Similarity Search for Efficient Active Learning and Search of Rare Concepts
Cody Coleman
Edward Chou
Julian Katz-Samuels
Sean Culatana
Peter Bailis
Alexander C. Berg
Robert Nowak
Roshan Sumbaly
Matei A. Zaharia
I. Z. Yalniz
203
46
0
30 Jun 2020
Self-Supervised MultiModal Versatile Networks
Self-Supervised MultiModal Versatile Networks
Jean-Baptiste Alayrac
Adrià Recasens
R. Schneider
Relja Arandjelović
Jason Ramapuram
J. Fauw
Lucas Smaira
Sander Dieleman
Andrew Zisserman
SSL
441
401
0
29 Jun 2020
Answering Questions on COVID-19 in Real-Time
Answering Questions on COVID-19 in Real-Time
Jinhyuk Lee
Sean S. Yi
Minbyul Jeong
Mujeen Sung
Wonjin Yoon
Yonghwa Choi
Miyoung Ko
Jaewoo Kang
241
43
0
29 Jun 2020
Pre-training via Paraphrasing
Pre-training via Paraphrasing
M. Lewis
Marjan Ghazvininejad
Gargi Ghosh
Armen Aghajanyan
Sida I. Wang
Luke Zettlemoyer
AIMat
297
165
0
26 Jun 2020
Labelling unlabelled videos from scratch with multi-modal
  self-supervision
Labelling unlabelled videos from scratch with multi-modal self-supervisionNeural Information Processing Systems (NeurIPS), 2020
Yuki M. Asano
Mandela Patrick
Christian Rupprecht
Andrea Vedaldi
SSL
285
161
0
24 Jun 2020
Adversarial Robustness of Deep Sensor Fusion Models
Adversarial Robustness of Deep Sensor Fusion ModelsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Shaojie Wang
Tong Wu
Ayan Chakrabarti
Yevgeniy Vorobeychik
AAML
224
16
0
23 Jun 2020
Cross-lingual Retrieval for Iterative Self-Supervised Training
Cross-lingual Retrieval for Iterative Self-Supervised Training
C. Tran
Y. Tang
Xian Li
Jiatao Gu
RALM
198
75
0
16 Jun 2020
High-Dimensional Similarity Search with Quantum-Assisted Variational
  Autoencoder
High-Dimensional Similarity Search with Quantum-Assisted Variational AutoencoderKnowledge Discovery and Data Mining (KDD), 2020
Nicholas Gao
M. Wilson
T. Vandal
W. Vinci
R. Nemani
E. Rieffel
DRL
138
23
0
13 Jun 2020
Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud
Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud
Huaizheng Zhang
Yuanming Li
Qiming Ai
Yong Luo
Yonggang Wen
Yichao Jin
T. Duong
3DH
120
11
0
09 Jun 2020
Procrustean Orthogonal Sparse Hashing
Procrustean Orthogonal Sparse Hashing
Mariano Tepper
D. Sengupta
Ted Willke
169
1
0
08 Jun 2020
On Mutual Information in Contrastive Learning for Visual Representations
On Mutual Information in Contrastive Learning for Visual Representations
Mike Wu
Chengxu Zhuang
Milan Mossé
Daniel L. K. Yamins
Noah D. Goodman
SSL
203
90
0
27 May 2020
Open-Retrieval Conversational Question Answering
Open-Retrieval Conversational Question Answering
Chen Qu
Liu Yang
Cen Chen
Minghui Qiu
W. Bruce Croft
Mohit Iyyer
RALM
268
195
0
22 May 2020
Contrastive Learning for Debiased Candidate Generation in Large-Scale
  Recommender Systems
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems
Chang Zhou
Jianxin Ma
Jianwei Zhang
Jingren Zhou
Hongxia Yang
609
158
0
20 May 2020
Controllable Multi-Interest Framework for Recommendation
Controllable Multi-Interest Framework for Recommendation
Yukuo Cen
Jianwei Zhang
Xu Zou
Chang Zhou
Hongxia Yang
Jie Tang
204
337
0
19 May 2020
Neural Stochastic Block Model & Scalable Community-Based Graph Learning
Neural Stochastic Block Model & Scalable Community-Based Graph Learning
Zheng Chen
Xinli Yu
Yuan Ling
Xiaohua Hu
136
1
0
16 May 2020
Prototypical Contrastive Learning of Unsupervised Representations
Prototypical Contrastive Learning of Unsupervised Representations
Junnan Li
Pan Zhou
Caiming Xiong
Guosheng Lin
SSLDRL
726
1,107
0
11 May 2020
Transformer Based Language Models for Similar Text Retrieval and Ranking
Transformer Based Language Models for Similar Text Retrieval and Ranking
Javed Qadrud-Din
Ashraf Bah Rabiou
Ryan S Walker
Ravindra Soni
M. Gajek
Gabriel Pack
A. Rangaraj
110
6
0
10 May 2020
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models
  for Better QA
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QAFindings (Findings), 2020
Nora Kassner
Hinrich Schütze
RALM
224
72
0
02 May 2020
Syntactic Question Abstraction and Retrieval for Data-Scarce Semantic
  Parsing
Syntactic Question Abstraction and Retrieval for Data-Scarce Semantic ParsingConference on Automated Knowledge Base Construction (AKBC), 2020
Wonseok Hwang
Jinyeong Yim
Seunghyun Park
Minjoon Seo
136
0
0
01 May 2020
MUSS: Multilingual Unsupervised Sentence Simplification by Mining
  Paraphrases
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases
Louis Martin
Angela Fan
Eric Villemonte de la Clergerie
Antoine Bordes
Benoît Sagot
196
36
0
01 May 2020
Progressively Pretrained Dense Corpus Index for Open-Domain Question
  Answering
Progressively Pretrained Dense Corpus Index for Open-Domain Question AnsweringConference of the European Chapter of the Association for Computational Linguistics (EACL), 2020
Wenhan Xiong
Hong Wang
Wenjie Wang
RALM
339
18
0
30 Apr 2020
Analyzing the Surprising Variability in Word Embedding Stability Across
  Languages
Analyzing the Surprising Variability in Word Embedding Stability Across LanguagesConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Laura Burdick
Jonathan K. Kummerfeld
Amélie Reymond
175
10
0
30 Apr 2020
Exploiting Sentence Order in Document Alignment
Exploiting Sentence Order in Document AlignmentConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Brian Thompson
Philipp Koehn
187
21
0
30 Apr 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late
  Interaction over BERT
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERTAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2020
Omar Khattab
Matei A. Zaharia
415
1,812
0
27 Apr 2020
Augmenting Transformers with KNN-Based Composite Memory for Dialogue
Augmenting Transformers with KNN-Based Composite Memory for DialogueTransactions of the Association for Computational Linguistics (TACL), 2020
Angela Fan
Claire Gardent
Chloé Braud
Antoine Bordes
RALM
325
80
0
27 Apr 2020
Neuromorphic Nearest-Neighbor Search Using Intel's Pohoiki Springs
Neuromorphic Nearest-Neighbor Search Using Intel's Pohoiki SpringsNeuro Inspired Computational Elements Workshop (NICE), 2020
E. P. Frady
Garrick Orchard
David Florey
N. Imam
Ruokun Liu
Joyesh Mishra
Jonathan Tse
Andreas Wild
Friedrich T. Sommer
Mike Davies
131
47
0
27 Apr 2020
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical
  Encoder for Long-Form Document Matching
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document MatchingInternational Conference on Information and Knowledge Management (CIKM), 2020
Liu Yang
Mingyang Zhang
Cheng Li
Michael Bendersky
Marc Najork
268
96
0
26 Apr 2020
Generative Data Augmentation for Commonsense Reasoning
Generative Data Augmentation for Commonsense Reasoning
Yiben Yang
Chaitanya Malaviya
Jared Fernandez
Swabha Swayamdipta
Ronan Le Bras
Ji-ping Wang
Chandra Bhagavatula
Yejin Choi
Doug Downey
LRM
242
89
0
24 Apr 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks
Suchin Gururangan
Ana Marasović
Swabha Swayamdipta
Kyle Lo
Iz Beltagy
Doug Downey
Noah A. Smith
VLMAI4CECLL
632
2,775
0
23 Apr 2020
Efficient Neighbourhood Consensus Networks via Submanifold Sparse
  Convolutions
Efficient Neighbourhood Consensus Networks via Submanifold Sparse Convolutions
Ignacio Rocco
Relja Arandjelović
Josef Sivic
232
192
0
22 Apr 2020
Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete
  Space
Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete SpaceFindings (Findings), 2020
Dongyu Ru
Yating Luo
Lin Qiu
Hao Zhou
Mingxuan Wang
Weinan Zhang
Yong Yu
Lei Li
209
29
0
17 Apr 2020
Entities as Experts: Sparse Memory Access with Entity Supervision
Entities as Experts: Sparse Memory Access with Entity SupervisionConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Thibault Févry
Livio Baldini Soares
Nicholas FitzGerald
Eunsol Choi
Tom Kwiatkowski
RALM
357
170
0
15 Apr 2020
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