Towards Out-Of-Distribution Generalization: A Survey

31 August 2021

Peng Cui

Papers citing "Towards Out-Of-Distribution Generalization: A Survey"

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Title
Training, Architecture, and Prior for Deterministic Uncertainty Methods Bertrand Charpentier Chenxiang Zhang Stephan Günnemann UQCV OOD AI4CE 29 6 0 10 Mar 2023
Environment Invariant Linear Least Squares Jianqing Fan Cong Fang Yihong Gu Tong Zhang OOD 64 12 0 06 Mar 2023
Diagnosing Model Performance Under Distribution Shift Tiffany Cai Hongseok Namkoong Steve Yadlowsky 32 27 0 03 Mar 2023
ArCL: Enhancing Contrastive Learning with Augmentation-Robust Representations Xuyang Zhao Tianqi Du Yisen Wang Jun Yao Weiran Huang 36 13 0 02 Mar 2023
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective Jindong Wang Xixu Hu Wenxin Hou Hao Chen Runkai Zheng ... Weirong Ye Xiubo Geng Binxing Jiao Yue Zhang Xingxu Xie AI4MH 39 219 0 22 Feb 2023
On the Stability and Generalization of Triplet Learning Jun Chen H. Chen Xue Jiang Bin Gu Weifu Li Tieliang Gong Feng Zheng 24 4 0 20 Feb 2023
Improving the Out-Of-Distribution Generalization Capability of Language Models: Counterfactually-Augmented Data is not Enough Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML OODD 19 3 0 18 Feb 2023
Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation Rui Zhang Qi Meng Rongchan Zhu Yue Wang Wenlei Shi Shihua Zhang Zhi-Ming Ma Tie-Yan Liu DiffM AI4CE 44 4 0 10 Feb 2023
Perfect is the enemy of test oracle Ali Reza Ibrahimzada Yigit Varli Dilara Tekinoglu Reyhaneh Jabbarvand ELM AAML VLM 27 20 0 03 Feb 2023
Understanding Finetuning for Factual Knowledge Extraction from Language Models Mehran Kazemi Sid Mittal Deepak Ramachandran KELM 31 10 0 26 Jan 2023
Model Agnostic Sample Reweighting for Out-of-Distribution Learning Xiao Zhou Yong Lin Renjie Pi Weizhong Zhang Renzhe Xu Peng Cui Tong Zhang OODD 28 60 0 24 Jan 2023
Warning: Humans Cannot Reliably Detect Speech Deepfakes Kimberly T. Mai Sergi D. Bray Toby O. Davies Lewis D. Griffin 37 40 0 19 Jan 2023
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 24 3 0 16 Jan 2023
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring Furkan Luleci F. Catbas 22 2 0 28 Dec 2022
IPProtect: protecting the intellectual property of visual datasets during data valuation Gursimran Singh Chendi Wang Ahnaf Tazwar Lanjun Wang Yong Zhang 12 0 0 22 Dec 2022
Target Conditioned Representation Independence (TCRI); From Domain-Invariant to Domain-General Representations Olawale Salaudeen Oluwasanmi Koyejo 32 2 0 21 Dec 2022
Adapting to Latent Subgroup Shifts via Concepts and Proxies Ibrahim M. Alabdulmohsin Nicole Chiou Alexander DÁmour A. Gretton Sanmi Koyejo Matt J. Kusner Stephen R. Pfohl Olawale Salaudeen Jessica Schrouff Katherine Tsai 65 9 0 21 Dec 2022
Exploring Optimal Substructure for Out-of-distribution Generalization via Feature-targeted Model Pruning Yingchun Wang Jingcai Guo Song Guo Weizhan Zhang Jiewei Zhang OODD 34 16 0 19 Dec 2022
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence Jian Guo Sai Wang L. Ni H. Shum AIFin 19 8 0 13 Dec 2022
Causal Inference via Style Transfer for Out-of-distribution Generalisation Toan Nguyen Kien Do D. Nguyen Bao Duong T. Nguyen CML OODD OOD 33 10 0 06 Dec 2022
Stable Learning via Sparse Variable Independence Han Yu Peng Cui Yue He Zheyan Shen Yong Lin Renzhe Xu Xingxuan Zhang OOD 28 13 0 02 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 25 0 0 27 Nov 2022
Deep Fake Detection, Deterrence and Response: Challenges and Opportunities Amin Azmoodeh Ali Dehghantanha 29 2 0 26 Nov 2022
Exploiting Personalized Invariance for Better Out-of-distribution Generalization in Federated Learning Xueyang Tang Song Guo Jie M. Zhang FedML OODD OOD 36 3 0 21 Nov 2022
Decorr: Environment Partitioning for Invariant Learning and OOD Generalization Yufan Liao Qi Wu Zhaodi Wu Xing Yan 11 4 0 18 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 25 89 0 15 Nov 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 20 4 0 14 Nov 2022
Knowledge is Power: Understanding Causality Makes Legal judgment Prediction Models More Generalizable and Robust Haotian Chen Lingwei Zhang Yiran Liu Fanchao Chen Yang Yu AILaw ELM 30 5 0 06 Nov 2022
Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Yongduo Sui Qitian Wu Jiancan Wu Qing Cui Longfei Li An Zhang Xiang Wang Xiangnan He OOD 17 32 0 05 Nov 2022
Signing Outside the Studio: Benchmarking Background Robustness for Continuous Sign Language Recognition Youngjoon Jang Youngtaek Oh Jae-Won Cho Dong-Jin Kim Joon Son Chung In So Kweon SLR 24 12 0 01 Nov 2022
Measures of Information Reflect Memorization Patterns Rachit Bansal Danish Pruthi Yonatan Belinkov 25 8 0 17 Oct 2022
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie-jin Yang 19 10 0 17 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 30 31 0 14 Oct 2022
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models Hossein Hajipour Ning Yu Cristian-Alexandru Staicu Mario Fritz OODD 19 4 0 10 Oct 2022
Association Graph Learning for Multi-Task Classification with Category Shifts Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek M. Worring OOD 33 4 0 10 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 114 93 0 06 Oct 2022
Time Will Change Things: An Empirical Study on Dynamic Language Understanding in Social Media Classification Yuji Zhang Jing Li 35 5 0 06 Oct 2022
When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgment Zhijing Jin Sydney Levine Fernando Gonzalez Ojasv Kamal Maarten Sap Mrinmaya Sachan Rada Mihalcea J. Tenenbaum Bernhard Schölkopf ELM LRM 23 90 0 04 Oct 2022
Tikhonov Regularization is Optimal Transport Robust under Martingale Constraints Jiajin Li Si-Jian Lin Jose H. Blanchet Viet Anh Nguyen OOD 39 11 0 04 Oct 2022
Domain Generalization -- A Causal Perspective Paras Sheth Raha Moraffah K. S. Candan A. Raglin Huan Liu CML OOD 48 17 0 30 Sep 2022
Generalizability of Adversarial Robustness Under Distribution Shifts Kumail Alhamoud Hasan Hammoud Motasem Alfarra Bernard Ghanem OOD 53 8 0 29 Sep 2022
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection Navid Ghassemi E. F. Ersi AAML OODD 20 4 0 26 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 35 2 0 23 Sep 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes Sitong Zhou K. Lybarger Meliha Yetisgen-Yildiz Mari Ostendorf 32 2 0 20 Sep 2022
Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study Yongtao Wu Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos V. Cevher 28 10 0 16 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 186 280 0 15 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 11 6 0 04 Sep 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 54 181 0 30 Aug 2022
Domain Adaptation Principal Component Analysis: base linear method for learning with out-of-distribution data Evgeny M Mirkes Jonathan Bac Aziz Fouché Sergey V. Stasenko A. Zinovyev Alexander N. Gorban OOD 14 15 0 28 Aug 2022