Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

6 April 2022

Papers citing "Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations"

38 / 238 papers shown

Title
Malign Overfitting: Interpolation Can Provably Preclude Invariance Yoav Wald G. Yona Uri Shalit Y. Carmon 17 5 0 28 Nov 2022
Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers Wanqian Yang Polina Kirichenko Micah Goldblum A. Wilson DRL 27 10 0 28 Nov 2022
Invariant Learning via Diffusion Dreamed Distribution Shifts Priyatham Kattakinda Alexander Levine S. Feizi DiffM 23 10 0 18 Nov 2022
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 32 45 0 15 Nov 2022
Elastic Weight Consolidation Improves the Robustness of Self-Supervised Learning Methods under Transfer Andrius Ovsianas Jason Ramapuram Dan Busbridge Eeshan Gunesh Dhekane Russ Webb 18 4 0 28 Oct 2022
Surgical Fine-Tuning Improves Adaptation to Distribution Shifts Yoonho Lee Annie S. Chen Fahim Tajwar Ananya Kumar Huaxiu Yao Percy Liang Chelsea Finn OOD 58 197 0 20 Oct 2022
On Feature Learning in the Presence of Spurious Correlations Pavel Izmailov Polina Kirichenko Nate Gruver A. Wilson 34 117 0 20 Oct 2022
Freeze then Train: Towards Provable Representation Learning under Spurious Correlations and Feature Noise Haotian Ye James Zou Linjun Zhang OOD 33 21 0 20 Oct 2022
Self-supervised debiasing using low rank regularization Geon Yeong Park Chanyong Jung Sangmin Lee Jong Chul Ye Sang Wan Lee CML SSL 36 3 0 11 Oct 2022
On Background Bias in Deep Metric Learning Konstantin Kobs Andreas Hotho 22 1 0 04 Oct 2022
Learning an Invertible Output Mapping Can Mitigate Simplicity Bias in Neural Networks Sravanti Addepalli Anshul Nasery R. Venkatesh Babu Praneeth Netrapalli Prateek Jain AAML 38 3 0 04 Oct 2022
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation A. Puli Nitish Joshi Yoav Wald Hera Y. He Rajesh Ranganath 40 16 0 04 Oct 2022
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness Mazda Moayeri Kiarash Banihashem S. Feizi OOD 75 21 0 15 Sep 2022
Take One Gram of Neural Features, Get Enhanced Group Robustness Simon Roburin Charles Corbière Gilles Puy Nicolas Thome Matthieu Aubry Renaud Marlet Patrick Pérez OOD 19 0 0 26 Aug 2022
DAFT: Distilling Adversarially Fine-tuned Models for Better OOD Generalization Anshul Nasery Sravanti Addepalli Praneeth Netrapalli Prateek Jain OOD FedML 39 1 0 19 Aug 2022
Repeated Environment Inference for Invariant Learning Aayush Mishra Anqi Liu BDL OOD 28 0 0 26 Jul 2022
Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 28 0 0 26 Jul 2022
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 18 61 0 14 Jul 2022
Predicting is not Understanding: Recognizing and Addressing Underspecification in Machine Learning Damien Teney Maxime Peyrard Ehsan Abbasnejad 35 29 0 06 Jul 2022
Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning Florian Bordes Randall Balestriero Q. Garrido Adrien Bardes Pascal Vincent 32 22 0 27 Jun 2022
Understanding Robust Learning through the Lens of Representation Similarities Christian Cianfarani A. Bhagoji Vikash Sehwag Ben Y. Zhao Prateek Mittal Haitao Zheng OOD 21 16 0 20 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip H. S. Torr Amartya Sanyal OOD 32 25 0 17 Jun 2022
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification Adriano Lucieri Fabian Schmeisser Christoph Balada Shoaib Ahmed Siddiqui Andreas Dengel Sheraz Ahmed 17 3 0 13 Jun 2022
Feature Space Particle Inference for Neural Network Ensembles Shingo Yashima Teppei Suzuki Kohta Ishikawa Ikuro Sato Rei Kawakami BDL 14 11 0 02 Jun 2022
Why does Throwing Away Data Improve Worst-Group Error? Kamalika Chaudhuri Kartik Ahuja Martín Arjovsky David Lopez-Paz 28 15 0 23 May 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 199 128 0 19 May 2022
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers Arda Sahiner Tolga Ergen Batu Mehmet Ozturkler John M. Pauly Morteza Mardani Mert Pilanci 34 33 0 17 May 2022
Improved Group Robustness via Classifier Retraining on Independent Splits Thien Hai Nguyen Hongyang R. Zhang Huy Le Nguyen OOD 31 2 0 20 Apr 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 33 26 0 08 Mar 2022
Diversify and Disambiguate: Learning From Underspecified Data Yoonho Lee Huaxiu Yao Chelsea Finn 213 64 0 07 Feb 2022
Controlling Directions Orthogonal to a Classifier Yilun Xu Hao He T. Shen Tommi Jaakkola 61 19 0 27 Jan 2022
Training Multi-Layer Over-Parametrized Neural Network in Subquadratic Time Zhao-quan Song Licheng Zhang Ruizhe Zhang 23 64 0 14 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Learning to Estimate Without Bias Niv Nayman Rong Jin Lihi Zelnik-Manor 11 12 0 24 Oct 2021
Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective Luca Scimeca Seong Joon Oh Sanghyuk Chun Michael Poli Sangdoo Yun OOD 384 49 0 06 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 25 73 0 23 Sep 2021
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 901 0 02 Mar 2020
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,084 0 24 Oct 2016