Invariant Risk Minimization

5 July 2019

Papers citing "Invariant Risk Minimization"

50 / 1,407 papers shown

Title
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer's disease detection Eike Petersen Aasa Feragen Maria Luise da Costa Zemsch A. Henriksen Oskar Eiler Wiese Christensen M. Ganz OOD 24 27 0 04 Apr 2022
From Statistical to Causal Learning Bernhard Schölkopf Julius von Kügelgen CML 34 45 0 01 Apr 2022
Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data Siyuan Guo V. Tóth Bernhard Schölkopf Ferenc Huszár CML 25 35 0 29 Mar 2022
Invariance Learning based on Label Hierarchy S. Toyota Kenji Fukumizu OOD 28 1 0 29 Mar 2022
Equivariance Allows Handling Multiple Nuisance Variables When Analyzing Pooled Neuroimaging Datasets Vishnu Suresh Lokhande Rudrasis Chakraborty Sathya Ravi Vikas Singh 26 4 0 29 Mar 2022
Understanding out-of-distribution accuracies through quantifying difficulty of test samples Berfin Simsek Melissa Hall Levent Sagun 31 5 0 28 Mar 2022
Core Risk Minimization using Salient ImageNet Sahil Singla Mazda Moayeri S. Feizi 38 14 0 28 Mar 2022
Towards Domain Generalization in Object Detection Xingxuan Zhang Zekai Xu Renzhe Xu Jiashuo Liu Peng Cui Weitao Wan Chong Sun Chen Li ObjD OOD 28 21 0 27 Mar 2022
Local-Adaptive Face Recognition via Graph-based Meta-Clustering and Regularized Adaptation Wenbin Zhu Chien-Yi Wang Kuan-Lun Tseng S. Lai Baoyuan Wang CVBM 8 9 0 27 Mar 2022
Example-based Hypernetworks for Out-of-Distribution Generalization Tomer Volk Eyal Ben-David Ohad Amosy Gal Chechik Roi Reichart OOD 41 19 0 27 Mar 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 43 163 0 27 Mar 2022
Rich Feature Construction for the Optimization-Generalization Dilemma Jianyu Zhang David Lopez-Paz Léon Bottou 27 38 0 24 Mar 2022
Addressing Missing Sources with Adversarial Support-Matching T. Kehrenberg Myles Bartlett V. Sharmanska Novi Quadrianto 13 1 0 24 Mar 2022
On the link between conscious function and general intelligence in humans and machines Arthur Juliani Kai Arulkumaran Shuntaro Sasai Ryota Kanai 44 26 0 24 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 35 56 0 22 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 37 131 0 21 Mar 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 37 29 0 18 Mar 2022
Pseudo Bias-Balanced Learning for Debiased Chest X-ray Classification Luyang Luo Dunyuan Xu Hao Chen T. Wong Pheng-Ann Heng CML OOD 25 22 0 18 Mar 2022
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond Yuzhe Yang Hao Wang Dina Katabi AI4CE 25 39 0 17 Mar 2022
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting Ilias Chalkidis Anders Søgaard OOD AI4TS 14 29 0 15 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing Ilias Chalkidis Tommaso Pasini Shenmin Zhang Letizia Tomada Sebastian Felix Schwemer Anders Søgaard AILaw 42 54 0 14 Mar 2022
Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Christoffer Loeffler Wei-Cheng Lai Bjoern M. Eskofier Dario Zanca Lukas M. Schmidt Christopher Mutschler FAtt AI4TS 40 5 0 14 Mar 2022
The worst of both worlds: A comparative analysis of errors in learning from data in psychology and machine learning Jessica Hullman Sayash Kapoor Priyanka Nanayakkara Andrew Gelman Arvind Narayanan 38 39 0 12 Mar 2022
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings Haochen Tan Wei Shao Han Wu Ke Yang Linqi Song 30 17 0 11 Mar 2022
ZIN: When and How to Learn Invariance Without Environment Partition? Yong Lin Shengyu Zhu Lu Tan Peng Cui OOD CML 24 65 0 11 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 39 10 0 10 Mar 2022
Domain Generalization using Pretrained Models without Fine-tuning Ziyue Li Kan Ren Xinyang Jiang Yue Liu Haipeng Zhang Dongsheng Li VLM 34 37 0 09 Mar 2022
The Impact of Differential Privacy on Group Disparity Mitigation Victor Petrén Bach Hansen A. Neerkaje Ramit Sawhney Lucie Flek Anders Søgaard 48 9 0 05 Mar 2022
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk 24 31 0 03 Mar 2022
Translational Lung Imaging Analysis Through Disentangled Representations Pedro M. Gordaliza J. J. Vaquero A. Muñoz-Barrutia MedIm 20 3 0 03 Mar 2022
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Zhi Hou B. Yu Dacheng Tao ViT 52 59 0 03 Mar 2022
Continual Feature Selection: Spurious Features in Continual Learning Timothée Lesort CLL 43 10 0 02 Mar 2022
Towards IID representation learning and its application on biomedical data Jiqing Wu I. Zlobec Maxime W. Lafarge Yukun He V. Koelzer OOD CML 35 4 0 01 Mar 2022
Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization Weijia Zhang Xuanhui Zhang Hanwen Deng Min-Ling Zhang 29 22 0 25 Feb 2022
Better Modelling Out-of-Distribution Regression on Distributed Acoustic Sensor Data Using Anchored Hidden State Mixup Hasan Asy’ari Arief P. J. Thomas T. Wiktorski OOD 26 4 0 23 Feb 2022
Rethinking Machine Learning Robustness via its Link with the Out-of-Distribution Problem Abderrahmen Amich Birhanu Eshete OOD 18 4 0 18 Feb 2022
Generalizable Information Theoretic Causal Representation Mengyue Yang Xin-Qiang Cai Furui Liu Xu Chen Zhitang Chen Jianye Hao Jun Wang OOD CML 37 1 0 17 Feb 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective Shihan Dou Rui Zheng Ting Wu Songyang Gao Junjie Shan Qi Zhang Yueming Wu Xuanjing Huang 38 8 0 16 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey Haoyang Li Xin Eric Wang Ziwei Zhang Wenwu Zhu OOD CML 41 97 0 16 Feb 2022
Disentangling Domain and Content Dan-Andrei Iliescu A. Mikhailiuk Damon J. Wischik Rafał K. Mantiuk DRL 12 0 0 15 Feb 2022
Domain-Adjusted Regression or: ERM May Already Learn Features Sufficient for Out-of-Distribution Generalization Elan Rosenfeld Pradeep Ravikumar Andrej Risteski OOD 28 79 0 14 Feb 2022
MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts Weixin Liang James Zou OOD 40 82 0 14 Feb 2022
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal Transport Fang Wu Nicolas Courty Shuting Jin Stan Z. Li OOD OT 26 8 0 13 Feb 2022
Minimax Regret Optimization for Robust Machine Learning under Distribution Shift Alekh Agarwal Tong Zhang OOD 6 29 0 11 Feb 2022
Understanding Rare Spurious Correlations in Neural Networks Yao-Yuan Yang Chi-Ning Chou Kamalika Chaudhuri AAML 34 25 0 10 Feb 2022
Agree to Disagree: Diversity through Disagreement for Better Transferability Matteo Pagliardini Martin Jaggi Franccois Fleuret Sai Praneeth Karimireddy 28 70 0 09 Feb 2022
Generative multitask learning mitigates target-causing confounding Taro Makino Krzysztof J. Geras Kyunghyun Cho OOD 27 6 0 08 Feb 2022
CausPref: Causal Preference Learning for Out-of-Distribution Recommendation Yue He Zimu Wang Peng Cui Hao Zou Yafeng Zhang Qiang Cui Yong-jia Jiang OOD CML OODD 30 54 0 08 Feb 2022
Robust Hybrid Learning With Expert Augmentation Antoine Wehenkel Jens Behrmann Hsiang Hsu Guillermo Sapiro Gilles Louppe and J. Jacobsen 36 8 0 08 Feb 2022