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1710.03463
Cited By
Learning to Generalize: Meta-Learning for Domain Generalization
10 October 2017
Da Li
Yongxin Yang
Yi-Zhe Song
Timothy M. Hospedales
OOD
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Papers citing
"Learning to Generalize: Meta-Learning for Domain Generalization"
50 / 792 papers shown
Generalizing to Unseen Domains: A Survey on Domain Generalization
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
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Cuiling Lan
Yu Xie
Yidong Ouyang
Tao Qin
Wang Lu
Yiqiang Chen
Wenjun Zeng
Philip S. Yu
OOD
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1,555
0
02 Mar 2021
Domain Generalization via Inference-time Label-Preserving Target Projections
Computer Vision and Pattern Recognition (CVPR), 2021
Prashant Pandey
Mrigank Raman
Sumanth Varambally
A. Prathosh
OOD
227
52
0
01 Mar 2021
Neuron Coverage-Guided Domain Generalization
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Chris Xing Tian
Haoliang Li
Xiaofei Xie
Yang Liu
Shiqi Wang
320
40
0
27 Feb 2021
Multi-Domain Learning by Meta-Learning: Taking Optimal Steps in Multi-Domain Loss Landscapes by Inner-Loop Learning
IEEE International Symposium on Biomedical Imaging (ISBI), 2021
Anthony Sicilia
Xingchen Zhao
D. Minhas
Erin O'Connor
H. Aizenstein
W. Klunk
D. Tudorascu
Seong Jae Hwang
120
6
0
25 Feb 2021
Nonlinear Invariant Risk Minimization: A Causal Approach
Chaochao Lu
Yuhuai Wu
Jośe Miguel Hernández-Lobato
Bernhard Schölkopf
CML
OOD
311
55
0
24 Feb 2021
A microservice-based framework for exploring data selection in cross-building knowledge transfer
Service Oriented Computing and Applications (SOCA), 2020
Mouna Labiadh
C. Obrecht
Catarina Ferreira da Silva
P. Ghodous
195
7
0
23 Feb 2021
Model-Based Domain Generalization
Neural Information Processing Systems (NeurIPS), 2021
Avi Schwarzschild
George J. Pappas
Hamed Hassani
OOD
376
149
0
23 Feb 2021
A Theory of Label Propagation for Subpopulation Shift
International Conference on Machine Learning (ICML), 2021
Tianle Cai
Ruiqi Gao
Jason D. Lee
Qi Lei
267
55
0
22 Feb 2021
Robust Domain-Free Domain Generalization with Class-aware Alignment
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Wenyu Zhang
Mohamed Ragab
Ramón Sagarna
OOD
211
9
0
17 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima
Neural Information Processing Systems (NeurIPS), 2021
Junbum Cha
Sanghyuk Chun
Kyungjae Lee
Han-Cheol Cho
Seunghyun Park
Yunsung Lee
Sungrae Park
MoMe
751
542
0
17 Feb 2021
Transferability of Neural Network Clinical De-identification Systems
Kahyun Lee
Nicholas J. Dobbins
Bridget T. McInnes
Meliha Yetisgen
Özlem Uzuner
OOD
215
6
0
17 Feb 2021
Multi-Objective Meta Learning
Neural Information Processing Systems (NeurIPS), 2021
Feiyang Ye
Xiaoyuan Zhang
Zhixiong Yue
Pengxin Guo
Qiao Xiao
Yu Zhang
172
58
0
14 Feb 2021
Domain Invariant Representation Learning with Domain Density Transformations
Neural Information Processing Systems (NeurIPS), 2021
A. Nguyen
Toan M. Tran
Y. Gal
A. G. Baydin
OOD
438
106
0
09 Feb 2021
Domain Adversarial Neural Networks for Domain Generalization: When It Works and How to Improve
Machine-mediated learning (ML), 2021
Anthony Sicilia
Xingchen Zhao
Seong Jae Hwang
OOD
AI4CE
182
103
0
07 Feb 2021
Hierarchical Variational Auto-Encoding for Unsupervised Domain Generalization
Xudong Sun
Florian Buettner
BDL
OOD
DRL
349
3
0
23 Jan 2021
Rethinking Domain Generalization Baselines
International Conference on Pattern Recognition (ICPR), 2021
Francesco Cappio Borlino
A. DÍnnocente
Tatiana Tommasi
OOD
276
45
0
22 Jan 2021
Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning
International Conference on Learning Representations (ICLR), 2021
Rishabh Agarwal
Marlos C. Machado
Pablo Samuel Castro
Marc G. Bellemare
OffRL
372
184
0
13 Jan 2021
Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning
Yu Tian
L. Pu
Yuyuan Liu
Gabriel Maicas
Johan Verjans
A. Burt
Seon Ho Shin
Rajvinder Singh
G. Carneiro
136
8
0
09 Jan 2021
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation
AAAI Conference on Artificial Intelligence (AAAI), 2020
Haoyue Bai
Rui Sun
Lanqing Hong
Fengwei Zhou
Nanyang Ye
Han-Jia Ye
Shueng-Han Gary Chan
Zhenguo Li
OOD
OODD
CML
159
85
0
17 Dec 2020
Towards Recognizing New Semantic Concepts in New Visual Domains
Goran Frehse
OOD
285
0
0
16 Dec 2020
Learning Prediction Intervals for Model Performance
AAAI Conference on Artificial Intelligence (AAAI), 2020
Benjamin Elder
Matthew Arnold
Anupama Murthi
Jirí Navrátil
149
12
0
15 Dec 2020
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation
Computer Vision and Pattern Recognition (CVPR), 2020
R. Gong
Yuhua Chen
D. Paudel
Yawei Li
Ajad Chhatkuli
Wen Li
Dengxin Dai
Luc Van Gool
OOD
VLM
230
39
0
15 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts
International Conference on Machine Learning (ICML), 2020
Pang Wei Koh
Shiori Sagawa
Henrik Marklund
Sang Michael Xie
Marvin Zhang
...
A. Kundaje
Emma Pierson
Sergey Levine
Chelsea Finn
Abigail Z. Jacobs
OOD
693
1,656
0
14 Dec 2020
Meta Batch-Instance Normalization for Generalizable Person Re-Identification
Computer Vision and Pattern Recognition (CVPR), 2020
Seokeon Choi
Taekyung Kim
Minki Jeong
Hyoungseob Park
Changick Kim
OOD
298
164
0
30 Nov 2020
Batch Normalization Embeddings for Deep Domain Generalization
Pattern Recognition (Pattern Recognit.), 2020
Mattia Segu
A. Tonioni
Federico Tombari
OOD
AI4CE
432
157
0
25 Nov 2020
Domain Generalization in Biosignal Classification
IEEE Transactions on Biomedical Engineering (IEEE TBME), 2020
T. Dissanayake
Tharindu Fernando
Akila Pemasiri
H. Ghaemmaghami
Sridha Sridharan
Clinton Fookes
OOD
204
19
0
12 Nov 2020
Latent Causal Invariant Model
Xinwei Sun
Botong Wu
Xiangyu Zheng
Yu Xie
Wei Chen
Tao Qin
Tie-Yan Liu
OOD
CML
BDL
416
14
0
04 Nov 2020
Information-theoretic Task Selection for Meta-Reinforcement Learning
Neural Information Processing Systems (NeurIPS), 2020
Ricardo Luna Gutierrez
Matteo Leonetti
217
19
0
02 Nov 2020
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation
Neurocomputing (Neurocomputing), 2020
Keyu Chen
Di Zhuang
Jerome Chang
OOD
208
55
0
01 Nov 2020
Understanding the Failure Modes of Out-of-Distribution Generalization
International Conference on Learning Representations (ICLR), 2020
Vaishnavh Nagarajan
Anders Andreassen
Behnam Neyshabur
OOD
OODD
380
195
0
29 Oct 2020
TAMPC: A Controller for Escaping Traps in Novel Environments
IEEE Robotics and Automation Letters (RA-L), 2020
Sheng Zhong
Zhenyuan Zhang
Nima Fazeli
Dmitry Berenson
223
8
0
23 Oct 2020
Domain Generalized Person Re-Identification via Cross-Domain Episodic Learning
International Conference on Pattern Recognition (ICPR), 2020
Ci-Siang Lin
Yuan Cheng
Y. Wang
OOD
129
16
0
19 Oct 2020
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2020
Cheonbok Park
Yunwon Tae
Taehee Kim
Soyoung Yang
Mohammad Azam Khan
Lucy Park
Jaegul Choo
323
20
0
18 Oct 2020
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness
Long Zhao
Ting Liu
Xi Peng
Dimitris N. Metaxas
OOD
AAML
429
184
0
15 Oct 2020
Respecting Domain Relations: Hypothesis Invariance for Domain Generalization
Ziqi Wang
Marco Loog
Jan van Gemert
OOD
228
56
0
15 Oct 2020
Domain Agnostic Learning for Unbiased Authentication
Jian Liang
Yuren Cao
Shuang Li
Bing Bai
Hao Li
Haiwei Yang
Kun Bai
OOD
223
0
0
11 Oct 2020
Adversarial Learning for Zero-shot Domain Adaptation
European Conference on Computer Vision (ECCV), 2020
Jinghua Wang
Jianmin Jiang
GAN
186
16
0
11 Sep 2020
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Sicheng Zhao
Xiangyu Yue
Shanghang Zhang
Yue Liu
Han Zhao
...
Ravi Krishna
Joseph E. Gonzalez
Alberto L. Sangiovanni-Vincentelli
Sanjit A. Seshia
Kurt Keutzer
354
315
0
01 Sep 2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
European Conference on Computer Vision (ECCV), 2020
Prithvijit Chattopadhyay
Yogesh Balaji
Judy Hoffman
OOD
276
226
0
28 Aug 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging
Pulkit Khandelwal
Paul Yushkevich
OOD
285
47
0
18 Aug 2020
Zero Shot Domain Generalization
Udit Maniyar
K. J. Joseph
A. Deshmukh
Ürün Dogan
V. Balasubramanian
OOD
135
22
0
17 Aug 2020
Informative Dropout for Robust Representation Learning: A Shape-bias Perspective
International Conference on Machine Learning (ICML), 2020
Baifeng Shi
Dinghuai Zhang
Jingdong Sun
Zhanxing Zhu
Yadong Mu
Jingdong Wang
OOD
152
120
0
10 Aug 2020
Cross-context News Corpus for Protest Events related Knowledge Base Construction
Conference on Automated Knowledge Base Construction (AKBC), 2020
Ali Hürriyetoǧlu
E. Yoruk
Deniz Yuret
Osman Mutlu
Çağrı Yoltar
Fırat Duruşan
Burak Gürel
AILaw
83
18
0
01 Aug 2020
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors
Prashant Pandey
Mrigank Raman
Sumanth Varambally
A. Prathosh
133
1
0
28 Jul 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions
International Conference on Learning Representations (ICLR), 2020
Zhenlin Xu
Deyi Liu
Junlin Yang
Colin Raffel
Marc Niethammer
OOD
AAML
379
244
0
25 Jul 2020
Learning Variational Data Assimilation Models and Solvers
Journal of Advances in Modeling Earth Systems (JAMES), 2020
Ronan Fablet
Bertrand Chapron
Lucas Drumetz
É. Mémin
O. Pannekoucke
F. Rousseau
217
90
0
25 Jul 2020
Self-Supervised Learning Across Domains
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
S. Bucci
A. DÍnnocente
Yujun Liao
Fabio Maria Carlucci
Barbara Caputo
Tatiana Tommasi
SSL
218
91
0
24 Jul 2020
Towards Recognizing Unseen Categories in Unseen Domains
European Conference on Computer Vision (ECCV), 2020
Goran Frehse
Zeynep Akata
Elisa Ricci
Barbara Caputo
VLM
298
115
0
23 Jul 2020
Accounting for Unobserved Confounding in Domain Generalization
Alexis Bellot
M. Schaar
CML
OOD
190
23
0
21 Jul 2020
Domain Generalization via Optimal Transport with Metric Similarity Learning
Fan Zhou
Zhuqing Jiang
Changjian Shui
Boyu Wang
B. Chaib-draa
OOD
271
68
0
21 Jul 2020
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