Automatic Shortcut Removal for Self-Supervised Representation Learning

20 February 2020

Olivier Bachem

Papers citing "Automatic Shortcut Removal for Self-Supervised Representation Learning"

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Title
Do ImageNet-trained models learn shortcuts? The impact of frequency shortcuts on generalization Shunxin Wang Raymond N. J. Veldhuis N. Strisciuglio VLM 71 0 0 05 Mar 2025
Time Series Viewmakers for Robust Disruption Prediction Dhruva Chayapathy Tavis Siebert Lucas Spangher Akshata Kishore Moharir Om Manoj Patil Cristina Rea 23 0 0 14 Oct 2024
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? Shruthi Gowda Elahe Arani Bahram Zonooz 33 1 0 15 Apr 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang P. Turaga Theodore P. Pavlic CML 36 0 0 21 Mar 2024
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification Yuhang Zhou Paiheng Xu Xiaoyu Liu Bang An Wei Ai Furong Huang LRM 71 20 0 15 Nov 2023
Protecting Publicly Available Data With Machine Learning Shortcuts Nicolas M. Muller Maximilian Burgert Pascal Debus Jennifer Williams Philip Sperl Konstantin Böttinger 10 0 0 30 Oct 2023
Group Robust Classification Without Any Group Information Christos Tsirigotis João Monteiro Pau Rodríguez David Vazquez Aaron Courville OOD 19 22 0 28 Oct 2023
On the Foundations of Shortcut Learning Katherine Hermann Hossein Mobahi Thomas Fel M. C. Mozer VLM 30 26 0 24 Oct 2023
Addressing Feature Imbalance in Sound Source Separation Jaechang Kim Jeongyeon Hwang Soheun Yi Jaewoong Cho Jungseul Ok 20 0 0 11 Sep 2023
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features Yi Zhang Jitao Sang Junyan Wang D. Jiang Yaowei Wang 21 5 0 13 Aug 2023
DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning Shunxin Wang C. Brune Raymond N. J. Veldhuis N. Strisciuglio AAML 27 4 0 12 Aug 2023
Latent-OFER: Detect, Mask, and Reconstruct with Latent Vectors for Occluded Facial Expression Recognition Isack Lee Eung-Joo Lee S. Yoo 15 22 0 21 Jul 2023
What do neural networks learn in image classification? A frequency shortcut perspective Shunxin Wang Raymond N. J. Veldhuis Christoph Brune N. Strisciuglio 16 21 0 19 Jul 2023
Exploring new ways: Enforcing representational dissimilarity to learn new features and reduce error consistency Tassilo Wald Constantin Ulrich Fabian Isensee David Zimmerer Gregor Koehler Michael Baumgartner Klaus H. Maier-Hein OOD 28 1 0 05 Jul 2023
A Survey on the Robustness of Computer Vision Models against Common Corruptions Shunxin Wang Raymond N. J. Veldhuis Christoph Brune N. Strisciuglio OOD VLM 25 11 0 10 May 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology Ramin Nakhli Allen W. Zhang Katherine Rich Amirali Darbandsari Elahe Shenasa ... K. Milne J. McAlpine B. Nelson C. Gilks A. Bashashati 14 5 0 08 Mar 2023
When does Privileged Information Explain Away Label Noise? Guillermo Ortiz-Jiménez Mark Collier Anant Nawalgaria Alexander DÁmour Jesse Berent Rodolphe Jenatton E. Kokiopoulou NoLa 159 7 0 03 Mar 2023
Boosting Automatic COVID-19 Detection Performance with Self-Supervised Learning and Batch Knowledge Ensembling Guang Li Ren Togo Takahiro Ogawa Miki Haseyama SSL 27 8 0 19 Dec 2022
Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning Alex Tamkin Margalit Glasgow Xiluo He Noah D. Goodman SSL 19 7 0 16 Dec 2022
Domain Generalization by Learning and Removing Domain-specific Features Yuzhu Ding Lei Wang Binxin Liang Shuming Liang Yang Wang Fangxiao Chen OOD 30 40 0 14 Dec 2022
Avoiding spurious correlations via logit correction Sheng Liu Xu Zhang Nitesh Sekhar Yue Wu Prateek Singhal C. Fernandez‐Granda 25 29 0 02 Dec 2022
Localized Shortcut Removal Nicolas M. Muller Jochen Jacobs Jennifer Williams Konstantin Böttinger 23 0 0 24 Nov 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation Peiyi Wang Yifan Song Tianyu Liu Binghuai Lin Yunbo Cao Sujian Li Zhifang Sui CLL SLR 37 22 0 10 Oct 2022
Graph Contrastive Learning with Cross-view Reconstruction Qianlong Wen Z. Ouyang Chunhui Zhang Y. Qian Yanfang Ye Chuxu Zhang SSL 20 6 0 16 Sep 2022
Detecting Shortcut Learning for Fair Medical AI using Shortcut Testing Alex Brown Nenad Tomašev Jan Freyberg Yuan Liu Alan Karthikesalingam Jessica Schrouff 24 51 0 21 Jul 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 25 37 0 06 Jun 2022
Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learning Chong Ma Lin Zhao Yuzhong Chen Lu Zhang Zhe Xiao ... Tuo Zhang Qian Wang Dinggang Shen Dajiang Zhu Tianming Liu ViT MedIm 36 30 0 25 May 2022
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis Yunlong Zhang Xin Lin Yihong Zhuang LiyanSun Yue Huang Xinghao Ding Guisheng Wang L. Yang Yizhou Yu MedIm 14 6 0 29 Mar 2022
Self-supervised learning for analysis of temporal and morphological drug effects in cancer cell imaging data A. Dmitrenko M. M. Masiero N. Zamboni MedIm 16 8 0 07 Mar 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad A. Bab-Hadiashar David Suter OOD 19 40 0 06 Jan 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models Tianlu Wang Rohit Sridhar Diyi Yang Xuezhi Wang AAML 120 72 0 14 Oct 2021
DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities Elias Eulig Piyapat Saranrittichai Chaithanya Kumar Mummadi K. Rambach William H. Beluch Xiahan Shi Volker Fischer 146 11 0 12 Aug 2021
Object-aware Contrastive Learning for Debiased Scene Representation Sangwoo Mo H. Kang Kihyuk Sohn Chun-Liang Li Jinwoo Shin SSL OCL 24 48 0 30 Jul 2021
Parametric Scattering Networks Shanel Gauthier Benjamin Thérien Laurent Alsene-Racicot Muawiz Chaudhary Irina Rish Eugene Belilovsky Michael Eickenberg Guy Wolf 24 16 0 20 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Learning Debiased Representation via Disentangled Feature Augmentation Jungsoo Lee Eungyeup Kim Juyoung Lee Jihyeon Janel Lee Jaegul Choo CML 17 148 0 03 Jul 2021
Can contrastive learning avoid shortcut solutions? Joshua Robinson Li Sun Ke Yu Kayhan Batmanghelich Stefanie Jegelka S. Sra SSL 19 142 0 21 Jun 2021
Achieving Domain Robustness in Stereo Matching Networks by Removing Shortcut Learning Weiqin Chuah Ruwan Tennakoon A. Bab-Hadiashar David Suter OOD 19 0 0 15 Jun 2021
A Too-Good-to-be-True Prior to Reduce Shortcut Reliance Nikolay Dagaev Brett D. Roads Xiaoliang Luo Daniel N. Barry Kaustubh R. Patil Bradley C. Love 9 8 0 12 Feb 2021
MASKER: Masked Keyword Regularization for Reliable Text Classification S. Moon Sangwoo Mo Kimin Lee Jaeho Lee Jinwoo Shin 24 38 0 17 Dec 2020
Latent Adversarial Debiasing: Mitigating Collider Bias in Deep Neural Networks L. N. Darlow Stanisław Jastrzębski Amos Storkey 46 24 0 19 Nov 2020
Unsupervised Contrastive Learning of Sound Event Representations Eduardo Fonseca Diego Ortego Kevin McGuinness Noel E. O'Connor Xavier Serra SSL 27 65 0 15 Nov 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 28 64 0 14 Oct 2020
Generator Versus Segmentor: Pseudo-healthy Synthesis Yunlong Zhang Li Chenxin Liyan Sun Xin Lin Yihong Zhuang Yue Huang Ding Xinghao Xiaoqing Liu Yizhou Yu MedIm 18 19 0 12 Sep 2020
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks H. H. Mao BDL SSL 6 50 0 01 Jul 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 33 383 0 29 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 16 1,302 0 20 May 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 29 1,982 0 16 Apr 2020
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 147 127 0 13 Jun 2018
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 261 3,109 0 04 Nov 2016