Invariant Risk Minimization

5 July 2019

Papers citing "Invariant Risk Minimization"

50 / 1,404 papers shown

Title
SYNAuG: Exploiting Synthetic Data for Data Imbalance Problems Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Nayeong Kim Suha Kwak Tae-Hyun Oh DiffM 23 3 0 02 Aug 2023
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 44 25 0 01 Aug 2023
AI for Anticipatory Action: Moving Beyond Climate Forecasting Benjamin Q. Huynh M. Kiang AI4CE 30 0 0 28 Jul 2023
Panoptic Scene Graph Generation with Semantics-Prototype Learning Li Li Wei Ji Yiming Wu Meng Li Youxuan Qin Lina Wei Roger Zimmermann 34 35 0 28 Jul 2023
Topology-aware Robust Optimization for Out-of-distribution Generalization Fengchun Qiao Xi Peng 33 9 0 26 Jul 2023
MARIO: Model Agnostic Recipe for Improving OOD Generalization of Graph Contrastive Learning Yun Zhu Haizhou Shi Zhenshuo Zhang Siliang Tang 26 8 0 24 Jul 2023
Phase Matching for Out-of-Distribution Generalization Chengming Hu Ye Du Rui Wang Hao Chen OOD 28 0 0 24 Jul 2023
Cross Contrasting Feature Perturbation for Domain Generalization Chenming Li Daoan Zhang Wen-Fong Huang Jiang Zhang OOD 29 17 0 24 Jul 2023
Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation Haoyue Bai Ceyuan Yang Yinghao Xu Shueng-Han Gary Chan Bolei Zhou OODD 29 3 0 23 Jul 2023
Out-of-Distribution Optimality of Invariant Risk Minimization S. Toyota Kenji Fukumizu OOD 15 1 0 22 Jul 2023
DREAM: Domain-free Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 28 0 0 20 Jul 2023
Flatness-Aware Minimization for Domain Generalization Xingxuan Zhang Renzhe Xu Han Yu Yancheng Dong Pengfei Tian Peng Cu 32 20 0 20 Jul 2023
A Holistic Assessment of the Reliability of Machine Learning Systems Anthony Corso David Karamadian Romeo Valentin Mary Cooper Mykel J. Kochenderfer 30 6 0 20 Jul 2023
General Debiasing for Multimodal Sentiment Analysis Teng Sun Juntong Ni Wenjie Wang Liqiang Jing Yin-wei Wei Liqiang Nie 35 14 0 20 Jul 2023
Contextual Reliability: When Different Features Matter in Different Contexts Gaurav R. Ghosal Amrith Rajagopal Setlur Daniel S. Brown Anca Dragan Aditi Raghunathan 33 1 0 19 Jul 2023
Spuriosity Didn't Kill the Classifier: Using Invariant Predictions to Harness Spurious Features Cian Eastwood Shashank Singh Andrei Liviu Nicolicioiu Marin Vlastelica Julius von Kügelgen Bernhard Schölkopf OOD 26 17 0 19 Jul 2023
Causality-oriented robustness: exploiting general noise interventions Xinwei Shen Peter Buhlmann Armeen Taeb OOD 67 8 0 18 Jul 2023
Similarity Min-Max: Zero-Shot Day-Night Domain Adaptation Run Luo Wenjing Wang Wenhan Yang Jiaying Liu VLM 54 11 0 17 Jul 2023
On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization Akshay Mehra Yunbei Zhang B. Kailkhura Jihun Hamm 36 2 0 17 Jul 2023
Learning for Counterfactual Fairness from Observational Data Jing Ma Ruocheng Guo Aidong Zhang Jundong Li FaML 18 11 0 17 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration Hiroki Naganuma Ryuichiro Hataya Kotaro Yoshida Ioannis Mitliagkas OODD 95 1 0 17 Jul 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 27 18 0 15 Jul 2023
DISPEL: Domain Generalization via Domain-Specific Liberating Chia-Yuan Chang Yu-Neng Chuang Guanchu Wang Mengnan Du Zou Na 26 6 0 14 Jul 2023
Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over Functions Leo Klarner Tim G. J. Rudner M. Reutlinger Torsten Schindler Garrett M. Morris Charlotte M. Deane Yee Whye Teh OOD BDL 15 9 0 14 Jul 2023
A Causal Framework to Unify Common Domain Generalization Approaches N. Zhang Kaican Li Han Gao Weiyan Xie Zhi Lin ZeLin Li Luning Wang Yongxiang Huang FedML OOD AI4CE 26 2 0 13 Jul 2023
On the ability of CNNs to extract color invariant intensity based features for image classification Pradyumna Elavarthi James Lee Anca L. Ralescu 16 2 0 13 Jul 2023
Identifiability Guarantees for Causal Disentanglement from Soft Interventions Jiaqi Zhang C. Squires Kristjan Greenewald Akash Srivastava Karthikeyan Shanmugam Caroline Uhler CML 51 54 0 12 Jul 2023
CILF:Causality Inspired Learning Framework for Out-of-Distribution Vehicle Trajectory Prediction Shen Li Qifan Xue Yezhuo Zhang Xuanpeng Li OOD CML OODD 24 2 0 11 Jul 2023
Benchmarking Algorithms for Federated Domain Generalization Ruqi Bai S. Bagchi David I. Inouye FedML 40 12 0 11 Jul 2023
False Sense of Security: Leveraging XAI to Analyze the Reasoning and True Performance of Context-less DGA Classifiers Arthur Drichel Ulrike Meyer 21 7 0 10 Jul 2023
Text Descriptions are Compressive and Invariant Representations for Visual Learning Zhili Feng Anna Bair J. Zico Kolter VLM 24 6 0 10 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 30 1 0 08 Jul 2023
Conditionally Invariant Representation Learning for Disentangling Cellular Heterogeneity H. Aliee Ferdinand Kapl Soroor Hediyeh-zadeh Fabian J. Theis CML 26 6 0 02 Jul 2023
Individual and Structural Graph Information Bottlenecks for Out-of-Distribution Generalization Ling Yang Jiayi Zheng Heyuan Wang Zhongyi Liu Zhilin Huang Shenda Hong Wentao Zhang Bin Cui 22 13 0 28 Jun 2023
Leveraging Task Structures for Improved Identifiability in Neural Network Representations Wenlin Chen Julien Horwood Juyeon Heo José Miguel Hernández-Lobato CML 30 1 0 26 Jun 2023
Mining Stable Preferences: Adaptive Modality Decorrelation for Multimedia Recommendation Jinghao Zhang Qiang Liu Shu Wu Liang Wang 21 8 0 25 Jun 2023
Semantic Segmentation of Porosity in 4D Spatio-Temporal X-ray μCT of Titanium Coated Ni wires using Deep Learning Pradyumna Elavarthi Arun J. Bhattacharjee A. P. Y. Puente Anca L. Ralescu 27 0 0 24 Jun 2023
Identifying and Disentangling Spurious Features in Pretrained Image Representations R. Darbinyan Hrayr Harutyunyan Aram H. Markosyan Hrant Khachatrian 34 2 0 22 Jun 2023
Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift Florian Seligmann P. Becker Michael Volpp Gerhard Neumann UQCV 24 14 0 21 Jun 2023
Challenges and Opportunities in Improving Worst-Group Generalization in Presence of Spurious Features S. Joshi Yu Yang Yihao Xue Wenhan Yang Baharan Mirzasoleiman 44 13 0 21 Jun 2023
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models Zeyu Zhou Ruqi Bai Sean Kulinski Murat Kocaoglu David I. Inouye CML 24 1 0 20 Jun 2023
Confidence-Based Model Selection: When to Take Shortcuts for Subpopulation Shifts Annie S. Chen Yoonho Lee Amrith Rajagopal Setlur Sergey Levine Chelsea Finn OOD 22 5 0 19 Jun 2023
Causal Effect Regularization: Automated Detection and Removal of Spurious Attributes Abhinav Kumar Amit Deshpande Ajay Sharma CML 21 1 0 19 Jun 2023
Adversarial Training Should Be Cast as a Non-Zero-Sum Game Alexander Robey Fabian Latorre George J. Pappas Hamed Hassani V. Cevher AAML 66 12 0 19 Jun 2023
Shape Guided Gradient Voting for Domain Generalization Jiaqi Xu Yuwang Wang Xuejin Chen 21 0 0 19 Jun 2023
Out of Distribution Generalization via Interventional Style Transfer in Single-Cell Microscopy Wolfgang M. Pernice Michael Doron A. Quach Aditya Pratapa Sultan Kenjeyev N. Veaux Michio Hirano Juan C. Caicedo OOD 24 6 0 15 Jun 2023
Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization Ramnath Kumar Kushal Majmundar Dheeraj M. Nagaraj A. Suggala ODL 32 6 0 15 Jun 2023
Feed Two Birds with One Scone: Exploiting Wild Data for Both Out-of-Distribution Generalization and Detection Haoyue Bai Gregory H. Canal Xuefeng Du Jeongyeol Kwon Robert D. Nowak Yixuan Li OODD 38 45 0 15 Jun 2023
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 26 1 0 15 Jun 2023
VIBR: Learning View-Invariant Value Functions for Robust Visual Control Tom Dupuis Jaonary Rabarisoa Q. C. Pham David Filliat 42 0 0 14 Jun 2023