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Kernelized Heterogeneous Risk Minimization

Kernelized Heterogeneous Risk Minimization

24 October 2021
Jiashuo Liu
Zheyuan Hu
Peng Cui
Yangqiu Song
Zheyan Shen
    OOD
ArXiv (abs)PDFHTML

Papers citing "Kernelized Heterogeneous Risk Minimization"

8 / 8 papers shown
Title
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments
Gaojie Jin
Ronghui Mu
Xinping Yi
Xiaowei Huang
Lijun Zhang
134
0
0
01 Jul 2024
Environment Inference for Invariant Learning
Environment Inference for Invariant Learning
Elliot Creager
J. Jacobsen
R. Zemel
OOD
61
383
0
14 Oct 2020
The Risks of Invariant Risk Minimization
The Risks of Invariant Risk Minimization
Elan Rosenfeld
Pradeep Ravikumar
Andrej Risteski
OOD
80
312
0
12 Oct 2020
An Investigation of Why Overparameterization Exacerbates Spurious
  Correlations
An Investigation of Why Overparameterization Exacerbates Spurious Correlations
Shiori Sagawa
Aditi Raghunathan
Pang Wei Koh
Percy Liang
191
381
0
09 May 2020
Stable Prediction with Model Misspecification and Agnostic Distribution
  Shift
Stable Prediction with Model Misspecification and Agnostic Distribution Shift
Kun Kuang
Ruoxuan Xiong
Peng Cui
Susan Athey
Yue Liu
OOD
54
130
0
31 Jan 2020
Distributionally Robust Neural Networks for Group Shifts: On the
  Importance of Regularization for Worst-Case Generalization
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization
Shiori Sagawa
Pang Wei Koh
Tatsunori B. Hashimoto
Percy Liang
OOD
108
1,243
0
20 Nov 2019
Generalization Guarantees for Neural Networks via Harnessing the
  Low-rank Structure of the Jacobian
Generalization Guarantees for Neural Networks via Harnessing the Low-rank Structure of the Jacobian
Samet Oymak
Zalan Fabian
Mingchen Li
Mahdi Soltanolkotabi
MLT
66
88
0
12 Jun 2019
Domain Adaptation for Statistical Classifiers
Domain Adaptation for Statistical Classifiers
Hal Daumé
D. Marcu
OOD
97
912
0
28 Sep 2011
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