Title
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 162 7 0 16 Jan 2023
Optimal Power Flow Based on Physical-Model-Integrated Neural Network with Worth-Learning Data Generation Zuntao Hu Hongcai Zhang AI4CE 88 8 0 10 Jan 2023
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring Furkan Luleci F. Catbas 140 3 0 28 Dec 2022
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal Ronglai Zuo Brian Mak SLR 282 27 0 26 Dec 2022
Quality at the Tail of Machine Learning Inference Zhengxin Yang Wanling Gao Chunjie Luo Lei Wang Fei Tang Xu Wen Jianfeng Zhan 164 1 0 25 Dec 2022
Adapting to Latent Subgroup Shifts via Concepts and ProxiesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Ibrahim Alabdulmohsin Nicole Chiou Alexander DÁmour Arthur Gretton Sanmi Koyejo Matt J. Kusner Stephen Pfohl Olawale Salaudeen Jessica Schrouff Katherine Tsai 258 14 0 21 Dec 2022
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image GeneratorsInternational Conference on Machine Learning (ICML), 2022 Jianhao Yuan Francesco Pinto Adam Davies Juil Sock DiffM 328 17 0 21 Dec 2022
Domain Generalization with Correlated Style UncertaintyIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 201 16 0 20 Dec 2022
PoE: a Panel of Experts for Generalized Automatic Dialogue AssessmentIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 149 7 0 18 Dec 2022
Phase2vec: Dynamical systems embedding with a physics-informed convolutional networkInternational Conference on Learning Representations (ICLR), 2022 Matthew Ricci Noa Moriel Zoe Piran Mor Nitzan AI4CE 170 6 0 07 Dec 2022
Domain generalization of 3D semantic segmentation in autonomous drivingIEEE International Conference on Computer Vision (ICCV), 2022 Jules Sanchez Jean-Emmanuel Deschaud F. Goulette 3DPC 203 31 0 07 Dec 2022
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2022 Xin Li Cuiling Lan Guoqiang Wei Zhibo Chen 171 6 0 06 Dec 2022
Day2Dark: Pseudo-Supervised Activity Recognition beyond Silent DaylightInternational Journal of Computer Vision (IJCV), 2022 Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 231 2 0 05 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 202 7 0 04 Dec 2022
Stable Learning via Sparse Variable IndependenceAAAI Conference on Artificial Intelligence (AAAI), 2022 Han Yu Peng Cui Yue He Zheyan Shen Yong Lin Renzhe Xu Xingxuan Zhang OOD 177 20 0 02 Dec 2022
When Neural Networks Fail to Generalize? A Model Sensitivity PerspectiveAAAI Conference on Artificial Intelligence (AAAI), 2022 Jiajin Zhang Hanqing Chao Amit Dhurandhar Pin-Yu Chen A. Tajer Yangyang Xu Pingkun Yan OOD AAML 187 16 0 01 Dec 2022
Domain Generalization for Robust Model-Based Offline Reinforcement Learning Alan Clark Shoaib Ahmed Siddiqui Robert Kirk Usman Anwar Stephen Chung David M. Krueger OOD OffRL 164 0 0 27 Nov 2022
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Ran Gu Guotai Wang Jiangshan Lu Jingyang Zhang Wenhui Lei ... Wenjun Liao Shichuan Zhang Kang Li Dimitris N. Metaxas Shaoting Zhang MedIm 189 48 0 22 Nov 2022
Time Series Forecasting with Hypernetworks Generating Parameters in Advance Jaehoon Lee C. Kim Gyumin Lee Haksoo Lim Jeongwhan Choi Kookjin Lee Dongeun Lee Sanghyun Hong Noseong Park OOD AI4TS 128 4 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 279 1 0 22 Nov 2022
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative TrainingBalkan Conference in Informatics (BI), 2022 Georgios Zoumpourlis Ioannis Patras 197 12 0 21 Nov 2022
Exploiting Personalized Invariance for Better Out-of-distribution Generalization in Federated Learning Xueyang Tang Song Guo Jie Zhang FedML OODD OOD 221 4 0 21 Nov 2022
I Can't Believe There's No Images! Learning Visual Tasks Using only Language SupervisionIEEE International Conference on Computer Vision (ICCV), 2022 Sophia Gu Christopher Clark Aniruddha Kembhavi VLM 263 34 0 17 Nov 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 274 10 0 15 Nov 2022
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization PerspectiveAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Linyi Yang Shuibai Zhang Libo Qin Yafu Li Yidong Wang Hanmeng Liu Yongfeng Zhang Xingxu Xie Yue Zhang ELM 604 97 0 15 Nov 2022
Improving the Robustness of Neural Multiplication Units with Reversible Stochasticity Bhumika Mistry K. Farrahi Jonathon S. Hare AAML 95 0 0 10 Nov 2022
GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable PartsComputer Vision and Pattern Recognition (CVPR), 2022 Haoran Geng Helin Xu Chengyan Zhao Chao Xu Li Yi Siyuan Huang He Wang 3DPC 296 142 0 10 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup Wang Lu Yongfeng Zhang Han Yu Lei Huang Xiang Zhang Yiqiang Chen Xingxu Xie 243 12 0 07 Nov 2022
Unleashing the Power of Graph Data Augmentation on Covariate Distribution ShiftNeural Information Processing Systems (NeurIPS), 2022 Yongduo Sui Qitian Wu Jiancan Wu Daixin Wang Longfei Li An Zhang Xiang Wang Xiangnan He OOD 257 48 0 05 Nov 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling GeneralizationNeural Information Processing Systems (NeurIPS), 2022 Xuhai Xu Han Zhang Yasaman S. Sefidgar Yiyi Ren Xin Liu ... Tim Althoff Margaret E. Morris E. Riskin Jennifer Mankoff A. Dey 153 51 0 04 Nov 2022
Understanding and Mitigating Overfitting in Prompt Tuning for Vision-Language Models Cheng Ma Yang Liu Jiankang Deng Lingxi Xie Weiming Dong Changsheng Xu VLM VPVLM 214 59 0 04 Nov 2022
Trade-off between reconstruction loss and feature alignment for domain generalizationInternational Conference on Machine Learning and Applications (ICMLA), 2022 Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 237 1 0 26 Oct 2022
Learning to Augment via Implicit Differentiation for Domain GeneralizationBritish Machine Vision Conference (BMVC), 2022 Ting-Hsiang Wang Da Li Kaiyang Zhou Tao Xiang Yi-Zhe Song 109 2 0 25 Oct 2022
1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track Junfei Xiao Zhichao Xu Shiyi Lan Zhiding Yu Alan Yuille Anima Anandkumar 200 5 0 23 Oct 2022
TTTFlow: Unsupervised Test-Time Training with Normalizing FlowIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 David Osowiechi G. A. V. Hakim Mehrdad Noori Milad Cheraghalikhani Ismail Ben Ayed Christian Desrosiers OOD 155 33 0 20 Oct 2022
Measures of Information Reflect Memorization PatternsNeural Information Processing Systems (NeurIPS), 2022 Rachit Bansal Danish Pruthi Yonatan Belinkov 364 12 0 17 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain GeneralizationNeural Information Processing Systems (NeurIPS), 2022 Chaoqi Chen Luyao Tang Yifan Zhang Gangming Zhao Yue Huang Yizhou Yu 211 38 0 14 Oct 2022
Predicting Fine-Tuning Performance with ProbingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Zining Zhu Soroosh Shahtalebi Frank Rudzicz 151 12 0 13 Oct 2022
Association Graph Learning for Multi-Task Classification with Category ShiftsNeural Information Processing Systems (NeurIPS), 2022 Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek Marcel Worring OOD 248 9 0 10 Oct 2022
VM-NeRF: Tackling Sparsity in NeRF with View MorphingInternational Conference on Image Analysis and Processing (ICIAP), 2022 M. Bortolon Alessio Del Bue Fabio Poiesi 131 9 0 09 Oct 2022
Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems Parikshit Bansal Yashoteja Prabhu Emre Kıcıman Amit Sharma CML OOD 208 1 0 07 Oct 2022
Towards Out-of-Distribution Adversarial Robustness Adam Ibrahim Charles Guille-Escuret Ioannis Mitliagkas Irina Rish David M. Krueger P. Bashivan OOD 191 7 0 06 Oct 2022
Federated Domain Generalization for Image Recognition via Cross-Client Style TransferIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Junming Chen Meirui Jiang Qianming Dou Qifeng Chen FedML OOD 124 64 0 03 Oct 2022
Deep Spatial Domain GeneralizationIndustrial Conference on Data Mining (IDM), 2022 Dazhou Yu Guangji Bai Yun Li Bo Pan OOD 155 6 0 03 Oct 2022
Information-Theoretic Analysis of Unsupervised Domain AdaptationInternational Conference on Learning Representations (ICLR), 2022 Ziqiao Wang Yongyi Mao 330 16 0 03 Oct 2022
Domain Generalization -- A Causal Perspective Paras Sheth Raha Moraffah K. S. Candan A. Raglin Huan Liu CML OOD 260 22 0 30 Sep 2022
Generalizability of Adversarial Robustness Under Distribution Shifts Kumail Alhamoud Hasan Hammoud Motasem Alfarra Guohao Li OOD 276 12 0 29 Sep 2022
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection Navid Ghassemi E. F. Ersi AAML OODD 192 6 0 26 Sep 2022
Meta-Learning a Cross-lingual Manifold for Semantic ParsingTransactions of the Association for Computational Linguistics (TACL), 2022 Tom Sherborne Mirella Lapata 299 13 0 26 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning modelsElectronic Journal of Statistics (EJS), 2022 Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 211 6 0 23 Sep 2022