Towards Out-Of-Distribution Generalization: A Survey

31 August 2021

Peng Cui

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

50 / 322 papers shown

Title
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 43 1 0 07 Feb 2024
Dive into the Chasm: Probing the Gap between In- and Cross-Topic Generalization Andreas Waldis Yufang Hou Iryna Gurevych ELM 24 7 0 02 Feb 2024
Alleviating Structural Distribution Shift in Graph Anomaly Detection Yuan Gao Xiang Wang Xiangnan He Zhenguang Liu Huamin Feng Yongdong Zhang 13 62 0 25 Jan 2024
Mitigating Covariate Shift in Misspecified Regression with Applications to Reinforcement Learning P. Amortila Tongyi Cao Akshay Krishnamurthy OffRL OOD 38 1 0 22 Jan 2024
Structure-based out-of-distribution (OOD) materials property prediction: a benchmark study Sadman Sadeed Omee Nihang Fu Rongzhi Dong Ming Hu Jianjun Hu OOD 25 17 0 16 Jan 2024
InvariantOODG: Learning Invariant Features of Point Clouds for Out-of-Distribution Generalization Zhimin Zhang Xiang Gao Wei Hu OODD OOD 3DPC 16 1 0 08 Jan 2024
LightHouse: A Survey of AGI Hallucination Feng Wang LRM HILM VLM 26 3 0 08 Jan 2024
LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning Hongye Jin Xiaotian Han Jingfeng Yang Zhimeng Jiang Zirui Liu Chia-Yuan Chang Huiyuan Chen Xia Hu 31 100 0 02 Jan 2024
When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook Wenzhao Jiang Hao Liu Hui Xiong CML AI4CE 44 2 0 19 Dec 2023
Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives Chen Gao Xiaochong Lan Nian Li Yuan Yuan Jingtao Ding Zhilun Zhou Fengli Xu Yong Li LLMAG AI4CE LM&Ro 38 100 0 19 Dec 2023
Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach Ziliang Chen Yongsen Zheng Zhao-Rong Lai Quanlong Guan Liang Lin CML 31 1 0 15 Dec 2023
Towards Context-Aware Domain Generalization: Understanding the Benefits and Limits of Marginal Transfer Learning Jens Müller Lars Kühmichel Martin Rohbeck Stefan T. Radev Ullrich Kothe OOD 37 0 0 15 Dec 2023
Holistic chemical evaluation reveals pitfalls in reaction prediction models Victor Sabanza Gil Andres M Bran Malte Franke Remi Schlama J. Luterbacher Philippe Schwaller ELM 25 1 0 14 Dec 2023
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification Jamil Fayyad Shadi Alijani H. Najjaran OOD 31 6 0 12 Dec 2023
Neither hype nor gloom do DNNs justice Gaurav Malhotra Christian Tsvetkov B. D. Evans 21 118 0 08 Dec 2023
Invariant Random Forest: Tree-Based Model Solution for OOD Generalization Yufan Liao Qi Wu Xing Yan OODD OOD 30 2 0 07 Dec 2023
Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction Zeyang Zhang Xingwang Li Fei Teng Ning Lin Xueling Zhu Xin Eric Wang Wenwu Zhu OOD 31 11 0 27 Nov 2023
Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization Haonan Yuan Qingyun Sun Xingcheng Fu Ziwei Zhang Cheng Ji Hao Peng Jianxin Li OOD 25 16 0 18 Nov 2023
Identifying Semantic Component for Robust Molecular Property Prediction Zijian Li Zunhong Xu Ruichu Cai Zhenhui Yang Yuguang Yan Zhifeng Hao Guan-Hong Chen Kun Zhang 23 9 0 08 Nov 2023
Why Do Probabilistic Clinical Models Fail To Transport Between Sites? Thomas A. Lasko Eric V. Strobl William W Stead OOD 38 7 0 08 Nov 2023
Measuring Adversarial Datasets Yuanchen Bai Raoyi Huang Vijay Viswanathan Tzu-Sheng Kuo Tongshuang Wu 39 1 0 06 Nov 2023
Learning to Augment Distributions for Out-of-Distribution Detection Qizhou Wang Zhen Fang Yonggang Zhang Feng Liu Yixuan Li Bo Han OODD 30 32 0 03 Nov 2023
Multi-Operational Mathematical Derivations in Latent Space Marco Valentino Jordan Meadows Lan Zhang André Freitas 16 5 0 02 Nov 2023
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms Haoxiang Wang Gargi Balasubramaniam Haozhe Si Bo Li Han Zhao OOD 35 1 0 02 Nov 2023
A Review of the Evidence for Existential Risk from AI via Misaligned Power-Seeking Rose Hadshar 18 6 0 27 Oct 2023
Revisiting Deep Ensemble for Out-of-Distribution Detection: A Loss Landscape Perspective Kun Fang Qinghua Tao Xiaolin Huang Jie-jin Yang OODD 40 2 0 22 Oct 2023
Learning Invariant Molecular Representation in Latent Discrete Space Zhuang Xiang Qiang Zhang Keyan Ding Yatao Bian Xiao Wang Jingsong Lv Hongyang Chen Huajun Chen OOD 26 16 0 22 Oct 2023
Specify Robust Causal Representation from Mixed Observations Mengyue Yang Xin-Qiang Cai Furui Liu Weinan Zhang Jun Wang CML OOD 18 7 0 21 Oct 2023
OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift Lin Li Yifei Wang Chawin Sitawarin Michael W. Spratling 24 0 0 19 Oct 2023
Sensitivity-Aware Amortized Bayesian Inference Lasse Elsemüller Hans Olischläger Marvin Schmitt Paul-Christian Burkner Ullrich Kothe Stefan T. Radev 23 7 0 17 Oct 2023
SODA: Robust Training of Test-Time Data Adaptors Zige Wang Yonggang Zhang Zhen Fang Long Lan Wenjing Yang Bo Han 19 2 0 17 Oct 2023
VIBE: Topic-Driven Temporal Adaptation for Twitter Classification Yuji Zhang Jing Li Wenjie Li VLM 16 11 0 16 Oct 2023
Causality and Independence Enhancement for Biased Node Classification Guoxin Chen Yongqing Wang Fangda Guo Qinglang Guo Jiangli Shao Huawei Shen Xueqi Cheng CML AI4CE OOD 35 14 0 14 Oct 2023
Unlock the Potential of Counterfactually-Augmented Data in Out-Of-Distribution Generalization Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML 15 4 0 10 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 35 0 0 10 Oct 2023
ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination Xihuai Wang Shao Zhang Wenhao Zhang Wentao Dong Jingxiao Chen Ying Wen Weinan Zhang 28 8 0 08 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 35 4 0 05 Oct 2023
Towards out-of-distribution generalizable predictions of chemical kinetics properties Zihao W. Wang Yongqiang Chen Yang Duan Weijiang Li Bo Han James Cheng Hanghang Tong OOD 28 6 0 04 Oct 2023
TP2O: Creative Text Pair-to-Object Generation using Balance Swap-Sampling Jun Li Zedong Zhang Jian Yang DiffM 30 6 0 03 Oct 2023
Fusing Models with Complementary Expertise Hongyi Wang Felipe Maia Polo Yuekai Sun Souvik Kundu Eric P. Xing Mikhail Yurochkin FedML MoMe 23 26 0 02 Oct 2023
CoinRun: Solving Goal Misgeneralisation Stuart Armstrong Alexandre Maranhao Oliver Daniels-Koch Ioannis Gkioulekas Rebecca Gormann LRM 27 0 0 28 Sep 2023
Era Splitting -- Invariant Learning for Decision Trees Timothy DeLise CML OOD 19 0 0 25 Sep 2023
Randomize to Generalize: Domain Randomization for Runway FOD Detection Javaria Farooq Nayyer Aafaq Muhammad Ishaq Khan Ammar Saleem Muhammad Abubakar Siddique 20 1 0 23 Sep 2023
Invariant Learning via Probability of Sufficient and Necessary Causes Mengyue Yang Zhen Fang Yonggang Zhang Yali Du Furui Liu Jean-François Ton Jianhong Wang Jun Wang OODD 32 13 0 22 Sep 2023
A Sentence Speaks a Thousand Images: Domain Generalization through Distilling CLIP with Language Guidance Zeyi Huang Andy Zhou Zijian Lin Mu Cai Haohan Wang Yong Jae Lee VLM OOD 24 28 0 21 Sep 2023
Loop Polarity Analysis to Avoid Underspecification in Deep Learning JR DONALD MARTIN St. Louis 34 0 0 18 Sep 2023
Context is Environment Sharut Gupta Stefanie Jegelka David Lopez-Paz Kartik Ahuja 30 0 0 18 Sep 2023
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field Study Andreas Waldis Yufang Hou Iryna Gurevych 30 2 0 15 Sep 2023
Bayesian uncertainty-weighted loss for improved generalisability on polyp segmentation task Rebecca S Stone P. E. Chavarrias-Solano A. Bulpitt David C. Hogg Sharib Ali UQCV 41 0 0 13 Sep 2023
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design Zhihai Wang Lei Chen Jie Wang Xing Li Yinqi Bai Xijun Li M. Yuan Jianye Hao Yongdong Zhang Feng Wu 29 7 0 22 Aug 2023