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Domain Divergences: a Survey and Empirical Analysis

23 October 2020

Abhinav Ramesh Kashyap

Devamanyu Hazarika

Min-Yen Kan

Roger Zimmermann

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Papers citing "Domain Divergences: a Survey and Empirical Analysis"

45 / 45 papers shown

Title
Transformer Based Multi-Source Domain Adaptation Dustin Wright Isabelle Augenstein 69 53 0 16 Sep 2020
Estimating Generalization under Distribution Shifts via Domain-Invariant Representations Ching-Yao Chuang Antonio Torralba Stefanie Jegelka OOD 36 63 0 06 Jul 2020
PERL: Pivot-based Domain Adaptation for Pre-trained Deep Contextualized Embedding Models Eyal Ben-David Carmel Rabinovitz Roi Reichart SSL 99 62 0 16 Jun 2020
Neural Unsupervised Domain Adaptation in NLP---A Survey Alan Ramponi Barbara Plank OOD 102 259 0 31 May 2020
Predicting Performance for Natural Language Processing Tasks Mengzhou Xia Antonios Anastasopoulos Ruochen Xu Yiming Yang Graham Neubig 77 60 0 02 May 2020
KinGDOM: Knowledge-Guided DOMain adaptation for sentiment analysis Deepanway Ghosal Devamanyu Hazarika Abhinaba Roy Navonil Majumder Rada Mihalcea Soujanya Poria 70 68 0 02 May 2020
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 VLM AI4CE CLL 155 2,428 0 23 Apr 2020
Unsupervised Domain Clusters in Pretrained Language Models Roee Aharoni Yoav Goldberg 94 249 0 05 Apr 2020
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 61 114 0 13 Jan 2020
Go From the General to the Particular: Multi-Domain Translation with Domain Transformation Networks Yong Wang Longyue Wang Shuming Shi Victor O.K. Li Zhaopeng Tu 42 25 0 22 Nov 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 234 7,520 0 02 Oct 2019
A Constructive Prediction of the Generalization Error Across Scales Jonathan S. Rosenfeld Amir Rosenfeld Yonatan Belinkov Nir Shavit 101 211 0 27 Sep 2019
Dual Adversarial Co-Learning for Multi-Domain Text Classification Yuan Wu Yuhong Guo 48 25 0 18 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,464 0 26 Jul 2019
Improving Domain Adaptation Translation with Domain Invariant and Specific Information Shuhao Gu Yang Feng Qun Liu 43 38 0 08 Apr 2019
Using Similarity Measures to Select Pretraining Data for NER Xiang Dai Sarvnaz Karimi Ben Hachey Cécile Paris 56 50 0 01 Apr 2019
Adversarial Domain Adaptation for Stance Detection Brian Xu Mitra Mohtarami James R. Glass 30 35 0 06 Feb 2019
Interpolating between Optimal Transport and MMD using Sinkhorn Divergences Jean Feydy Thibault Séjourné François-Xavier Vialard S. Amari A. Trouvé Gabriel Peyré OT 61 528 0 18 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Multi-Source Domain Adaptation with Mixture of Experts Jiang Guo Darsh J. Shah Regina Barzilay 43 179 0 07 Sep 2018
Adversarial Domain Adaptation for Duplicate Question Detection Darsh J. Shah Tao Lei Alessandro Moschitti Salvatore Romeo Preslav Nakov 75 76 0 07 Sep 2018
A Survey of Domain Adaptation for Neural Machine Translation Chenhui Chu Rui Wang AI4CE 80 263 0 01 Jun 2018
What's in a Domain? Learning Domain-Robust Text Representations using Adversarial Training Yitong Li Timothy Baldwin Trevor Cohn OOD 47 48 0 16 May 2018
Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition Zhenghui Wang Yanru Qu Liheng Chen Jian Shen Weinan Zhang Shaodian Zhang Yimei Gao Gen Gu Ken Chen Yong Yu 62 64 0 24 Apr 2018
Identifying Semantic Divergences in Parallel Text without Annotations Yogarshi Vyas Xing Niu Marine Carpuat 68 36 0 29 Mar 2018
Multinomial Adversarial Networks for Multi-Domain Text Classification Xilun Chen Claire Cardie OOD 45 133 0 15 Feb 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 214 11,556 0 15 Feb 2018
Robust Multilingual Part-of-Speech Tagging via Adversarial Training Michihiro Yasunaga Jungo Kasai Dragomir R. Radev 53 104 0 14 Nov 2017
Dynamic Data Selection for Neural Machine Translation M. V. D. Wees Arianna Bisazza Christof Monz 93 154 0 02 Aug 2017
Learned in Translation: Contextualized Word Vectors Bryan McCann James Bradbury Caiming Xiong R. Socher 121 909 0 01 Aug 2017
Learning to select data for transfer learning with Bayesian Optimization Sebastian Ruder Barbara Plank 75 185 0 17 Jul 2017
Adversarial Multi-task Learning for Text Classification Pengfei Liu Xipeng Qiu Xuanjing Huang 136 612 0 19 Apr 2017
Central Moment Discrepancy (CMD) for Domain-Invariant Representation Learning Werner Zellinger Thomas Grubinger E. Lughofer T. Natschläger Susanne Saminger-Platz OOD 105 575 0 28 Feb 2017
Data Selection Strategies for Multi-Domain Sentiment Analysis Sebastian Ruder Parsa Ghaffari J. Breslin 43 28 0 08 Feb 2017
Correlation Alignment for Unsupervised Domain Adaptation Baochen Sun Jiashi Feng Kate Saenko OOD 47 401 0 06 Dec 2016
Neural Structural Correspondence Learning for Domain Adaptation Yftah Ziser Roi Reichart DRL 67 107 0 05 Oct 2016
Domain Separation Networks Konstantinos Bousmalis George Trigeorgis N. Silberman Dilip Krishnan D. Erhan OOD 107 1,450 0 22 Aug 2016
Unsupervised Risk Estimation Using Only Conditional Independence Structure Jacob Steinhardt Percy Liang 79 34 0 16 Jun 2016
Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification Xilun Chen Yu Sun Ben Athiwaratkun Claire Cardie Kilian Q. Weinberger 262 316 0 06 Jun 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 378 9,497 0 28 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Deep Domain Confusion: Maximizing for Domain Invariance Eric Tzeng Judy Hoffman Ning Zhang Kate Saenko Trevor Darrell OOD 172 2,601 0 10 Dec 2014
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 233 6,030 0 26 Sep 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 397 33,550 0 16 Oct 2013
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 231 2,363 0 15 May 2008