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Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective

6 October 2021

Papers citing "Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective"

40 / 40 papers shown

Title
Wormhole Dynamics in Deep Neural Networks Yen-Lung Lai Zhe Jin AI4CE 16 0 0 20 Aug 2025
Breaker: Removing Shortcut Cues with User Clustering for Single-slot Recommendation System C. Wang Yue Zheng Yujing Zhang Yan Feng Zhe Wang Xiaowei Shi An You Yu Chen CML 96 0 0 01 Jun 2025
Concept Reachability in Diffusion Models: Beyond Dataset Constraints Marta Aparicio Rodriguez Xenia Miscouridou Anastasia Borovykh 92 0 0 25 May 2025
Intermediate Layer Classifiers for OOD generalization Arnas Uselis Seong Joon Oh OOD 408 6 0 07 Apr 2025
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild Damien Teney Liangze Jiang Florin Gogianu Ehsan Abbasnejad 582 2 0 13 Mar 2025
Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization Nayeong Kim Juwon Kang Sungsoo Ahn Jungseul Ok Suha Kwak 96 1 0 05 Sep 2024
DC is all you need: describing ReLU from a signal processing standpoint Christodoulos Kechris Jonathan Dan Jose Miranda David Atienza 124 3 0 23 Jul 2024
Make a Strong Teacher with Label Assistance: A Novel Knowledge Distillation Approach for Semantic Segmentation Shoumeng Qiu Jie Chen Xinrun Li Ru Wan Xiangyang Xue Jian Pu VLM 115 4 0 18 Jul 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 145 8 0 30 May 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 138 11 0 07 May 2024
KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch Christodoulos Kechris Jonathan Dan Jose Miranda David Atienza 85 4 0 02 May 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang Pavan Turaga Theodore P. Pavlic CML 126 0 0 21 Mar 2024
Complexity Matters: Dynamics of Feature Learning in the Presence of Spurious Correlations GuanWen Qiu Da Kuang Surbhi Goel 141 10 0 05 Mar 2024
Neural Redshift: Random Networks are not Random Functions Damien Teney A. Nicolicioiu Valentin Hartmann Ehsan Abbasnejad 277 28 0 04 Mar 2024
Demonstrating and Reducing Shortcuts in Vision-Language Representation Learning Maurits J. R. Bleeker Mariya Hendriksen Andrew Yates Maarten de Rijke VLM 143 6 0 27 Feb 2024
Language-Based Augmentation to Address Shortcut Learning in Object Goal Navigation Dennis Hoftijzer Gertjan J. Burghouts Luuk J. Spreeuwers 93 2 0 07 Feb 2024
Unraveling the Key Components of OOD Generalization via Diversification Harold Benoit Liangze Jiang Andrei Atanov Ouguzhan Fatih Kar Mattia Rigotti Amir Zamir CML 139 2 0 26 Dec 2023
SeiT++: Masked Token Modeling Improves Storage-efficient Training Min-Seob Lee Song Park Byeongho Heo Dongyoon Han Hyunjung Shim MQ VLM 138 1 0 15 Dec 2023
Adaptive Shortcut Debiasing for Online Continual Learning Doyoung Kim Dongmin Park Yooju Shin Jihwan Bang Hwanjun Song Jae-Gil Lee CLL 100 3 0 14 Dec 2023
Colour versus Shape Goal Misgeneralization in Reinforcement Learning: A Case Study Karolis Ramanauskas Özgür Simsek 82 0 0 05 Dec 2023
Leveraging Diffusion Disentangled Representations to Mitigate Shortcuts in Underspecified Visual Tasks Luca Scimeca Alexander Rubinstein A. Nicolicioiu Damien Teney Yoshua Bengio DiffM 112 2 0 03 Oct 2023
Don't blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy A. Puli Lily H. Zhang Yoav Wald Rajesh Ranganath 88 22 0 24 Aug 2023
SYNAuG: Exploiting Synthetic Data for Data Imbalance Problems Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Nayeong Kim Suha Kwak Tae-Hyun Oh DiffM 120 8 0 02 Aug 2023
Quantification of Uncertainty with Adversarial Models Kajetan Schweighofer L. Aichberger Mykyta Ielanskyi Günter Klambauer Sepp Hochreiter UQCV 126 21 0 06 Jul 2023
SeiT: Storage-Efficient Vision Training with Tokens Using 1% of Pixel Storage Song Park Sanghyuk Chun Byeongho Heo Wonjae Kim Sangdoo Yun VLM ViT 142 8 0 20 Mar 2023
Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics Nihal Murali A. Puli Ke Yu Rajesh Ranganath Kayhan Batmanghelich AAML 98 10 0 18 Feb 2023
Simplicity Bias in 1-Hidden Layer Neural Networks Depen Morwani Jatin Batra Prateek Jain Praneeth Netrapalli 121 24 0 01 Feb 2023
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 103 86 0 09 Dec 2022
Which Shortcut Solution Do Question Answering Models Prefer to Learn? Kazutoshi Shinoda Saku Sugawara Akiko Aizawa 108 7 0 29 Nov 2022
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 138 50 0 15 Nov 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling Inwoo Hwang Sangjun Lee Yunhyeok Kwak Seong Joon Oh Damien Teney Jin-Hwa Kim Byoung-Tak Zhang OOD 470 33 0 04 Nov 2022
Similarity of Neural Architectures using Adversarial Attack Transferability Ian Ryu Dongyoon Han Byeongho Heo Song Park Sanghyuk Chun Jong-Seok Lee AAML 214 2 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 134 4 0 11 Oct 2022
ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets Damien Teney Yong Lin Seong Joon Oh Ehsan Abbasnejad OOD 956 53 0 01 Sep 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 795 48 0 07 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 183 365 0 06 Apr 2022
Efficient Maximal Coding Rate Reduction by Variational Forms Christina Baek Ziyang Wu Kwan Ho Ryan Chan Tianjiao Ding Yi-An Ma B. Haeffele 91 9 0 31 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 143 150 0 21 Mar 2022
Diversify and Disambiguate: Learning From Underspecified Data Yoonho Lee Huaxiu Yao Chelsea Finn 342 69 0 07 Feb 2022
Learning Fair Classifiers with Partially Annotated Group Labels Sangwon Jung Sanghyuk Chun Taesup Moon 163 46 0 29 Nov 2021