v1v2v3 (latest)

Uncovering Memorization Effect in the Presence of Spurious Correlations

Nature Communications (Nat Commun), 2025

1 January 2025

Papers citing "Uncovering Memorization Effect in the Presence of Spurious Correlations"

43 / 43 papers shown

Title
Discovering Influential Neuron Path in Vision TransformersInternational Conference on Learning Representations (ICLR), 2025 Yifan Wang Yifei Liu Yingdong Shi Chong Li Anqi Pang Sibei Yang Jingyi Yu Kan Ren ViT 525 3 0 12 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 455 4 0 10 Mar 2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation Tiansheng Wen Yifei Wang Zequn Zeng Zhong Peng Yudi Su Xinyang Liu Bo Chen Hongwei Liu Stefanie Jegelka Chenyu You CLL 568 8 0 03 Mar 2025
Can Neural Network Memorization Be Localized?International Conference on Machine Learning (ICML), 2023 Pratyush Maini Michael C. Mozer Hanie Sedghi Zachary Chase Lipton J. Zico Kolter Chiyuan Zhang TDI 137 71 0 18 Jul 2023
Simple and Fast Group Robustness by Automatic Feature ReweightingInternational Conference on Machine Learning (ICML), 2023 Shi Qiu Andres Potapczynski Pavel Izmailov A. Wilson OOD 218 73 0 19 Jun 2023
Mitigating Spurious Correlations in Multi-modal Models during Fine-tuningInternational Conference on Machine Learning (ICML), 2023 Yu Yang Besmira Nushi Hamid Palangi Baharan Mirzasoleiman 216 55 0 08 Apr 2023
Characterizing Datapoints via Second-Split ForgettingNeural Information Processing Systems (NeurIPS), 2022 Pratyush Maini Saurabh Garg Zachary Chase Lipton J. Zico Kolter 176 38 0 26 Oct 2022
On Feature Learning in the Presence of Spurious CorrelationsNeural Information Processing Systems (NeurIPS), 2022 Pavel Izmailov Polina Kirichenko Nate Gruver A. Wilson 228 165 0 20 Oct 2022
Contrastive Adapters for Foundation Model Group RobustnessNeural Information Processing Systems (NeurIPS), 2022 Michael Zhang Christopher Ré VLM 131 80 0 14 Jul 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious CorrelationsInternational Conference on Learning Representations (ICLR), 2022 Polina Kirichenko Pavel Izmailov A. Wilson OOD 281 411 0 06 Apr 2022
Locating and Editing Factual Associations in GPTNeural Information Processing Systems (NeurIPS), 2022 Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 811 1,840 0 10 Feb 2022
Simple data balancing achieves competitive worst-group-accuracy Badr Youbi Idrissi Martín Arjovsky Mohammad Pezeshki David Lopez-Paz 301 204 0 27 Oct 2021
Just Train Twice: Improving Group Robustness without Training Group InformationInternational Conference on Machine Learning (ICML), 2021 Emmy Liu Behzad Haghgoo Annie S. Chen Aditi Raghunathan Pang Wei Koh Shiori Sagawa Abigail Z. Jacobs Chelsea Finn OOD 235 635 0 19 Jul 2021
Deep Learning Through the Lens of Example DifficultyNeural Information Processing Systems (NeurIPS), 2021 R. Baldock Hartmut Maennel Behnam Neyshabur 219 178 0 17 Jun 2021
Robust Representation Learning via Perceptual Similarity MetricsInternational Conference on Machine Learning (ICML), 2021 Saeid Asgari Taghanaki Kristy Choi Amir Khasahmadi Anirudh Goyal SSL 112 29 0 11 Jun 2021
On the geometry of generalization and memorization in deep neural networksInternational Conference on Learning Representations (ICLR), 2021 Cory Stephenson Suchismita Padhy Abhinav Ganesh Yue Hui Hanlin Tang SueYeon Chung TDI AI4CE 125 84 0 30 May 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.9K 39,552 0 26 Feb 2021
Modifying Memories in Transformer Models Chen Zhu A. S. Rawat Manzil Zaheer Srinadh Bhojanapalli Daliang Li Felix X. Yu Sanjiv Kumar KELM 245 241 0 01 Dec 2020
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification ProblemsNeural Information Processing Systems (NeurIPS), 2020 N. Sohoni Jared A. Dunnmon Geoffrey Angus Albert Gu Christopher Ré 234 274 0 25 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 1.2K 53,038 0 22 Oct 2020
Environment Inference for Invariant Learning Elliot Creager J. Jacobsen R. Zemel OOD 499 430 0 14 Oct 2020
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence EstimationNeural Information Processing Systems (NeurIPS), 2020 Vitaly Feldman Chiyuan Zhang TDI 450 557 0 09 Aug 2020
What shapes feature representations? Exploring datasets, architectures, and training Katherine L. Hermann Andrew Kyle Lampinen OOD 200 174 0 22 Jun 2020
The Pitfalls of Simplicity Bias in Neural NetworksNeural Information Processing Systems (NeurIPS), 2020 Harshay Shah Kaustav Tamuly Aditi Raghunathan Prateek Jain Praneeth Netrapalli AAML 213 411 0 13 Jun 2020
Evaluation of Neural Architectures Trained with Square Loss vs Cross-Entropy in Classification TasksInternational Conference on Learning Representations (ICLR), 2020 Like Hui M. Belkin UQCV AAML VLM 327 188 0 12 Jun 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Abigail Z. Jacobs 445 409 0 09 May 2020
Shortcut Learning in Deep Neural NetworksNature Machine Intelligence (NMI), 2020 Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 762 2,370 0 16 Apr 2020
Editable Neural NetworksInternational Conference on Learning Representations (ICLR), 2020 A. Sinitsin Vsevolod Plokhotnyuk Dmitriy V. Pyrkin Sergei Popov Artem Babenko KELM 271 195 0 01 Apr 2020
The Early Phase of Neural Network TrainingInternational Conference on Learning Representations (ICLR), 2020 Jonathan Frankle D. Schwab Ari S. Morcos 307 186 0 24 Feb 2020
A Simple Framework for Contrastive Learning of Visual RepresentationsInternational Conference on Machine Learning (ICML), 2020 Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 1.1K 21,811 0 13 Feb 2020
Characterizing Structural Regularities of Labeled Data in Overparameterized ModelsInternational Conference on Machine Learning (ICML), 2020 Ziheng Jiang Chiyuan Zhang Kunal Talwar Michael C. Mozer TDI 256 119 0 08 Feb 2020
What Do Compressed Deep Neural Networks Forget? Sara Hooker Aaron Courville Gregory Clark Yann N. Dauphin Andrea Frome 225 200 0 13 Nov 2019
Distribution Density, Tails, and Outliers in Machine Learning: Metrics and Applications Nicholas Carlini Ulfar Erlingsson Nicolas Papernot OOD OODD 135 67 0 29 Oct 2019
Does Learning Require Memorization? A Short Tale about a Long TailSymposium on the Theory of Computing (STOC), 2019 Vitaly Feldman TDI 471 573 0 12 Jun 2019
Class-Balanced Loss Based on Effective Number of Samples Huayu Chen Menglin Jia Nayeon Lee Yang Song Serge J. Belongie 824 2,650 0 16 Jan 2019
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 568 849 0 12 Dec 2018
What is the Effect of Importance Weighting in Deep Learning? Jonathon Byrd Zachary Chase Lipton 349 503 0 08 Dec 2018
Recognition in Terra Incognita Sara Beery Grant Van Horn Pietro Perona 296 966 0 13 Jul 2018
Fairness Without Demographics in Repeated Loss Minimization Tatsunori B. Hashimoto Megha Srivastava Hongseok Namkoong Abigail Z. Jacobs FaML 264 621 0 20 Jun 2018
Demographic Dialectal Variation in Social Media: A Case Study of African-American English Su Lin Blodgett Lisa Green Brendan O'Connor 148 380 0 31 Aug 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.8K 19,133 0 16 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 3.4K 213,467 0 10 Dec 2015
Deep Learning Face Attributes in the WildIEEE International Conference on Computer Vision (ICCV), 2014 Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 1.2K 9,081 0 28 Nov 2014