No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems

25 November 2020

Papers citing "No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems"

50 / 162 papers shown

Title
Decorr: Environment Partitioning for Invariant Learning and OOD Generalization Yufan Liao Qi Wu Zhaodi Wu Xing Yan 13 4 0 18 Nov 2022
Learning with Noisy Labels over Imbalanced Subpopulations Mingcai Chen Yu Zhao Bing He Zongbo Han Bingzhe Wu Jianhua Yao 24 8 0 16 Nov 2022
DC-Check: A Data-Centric AI checklist to guide the development of reliable machine learning systems Nabeel Seedat F. Imrie M. Schaar 27 12 0 09 Nov 2022
Discover, Explanation, Improvement: An Automatic Slice Detection Framework for Natural Language Processing Wenyue Hua Lifeng Jin Linfeng Song Haitao Mi Yongfeng Zhang Dong Yu 19 1 0 08 Nov 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 28 5 0 04 Nov 2022
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity Faisal Hamman Jiahao Chen Sanghamitra Dutta 19 9 0 03 Nov 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning Yue Yu Chenyan Xiong Si Sun Chao Zhang Arnold Overwijk VLM OOD 50 22 0 27 Oct 2022
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data Nabeel Seedat Jonathan Crabbé Ioana Bica M. Schaar 17 24 0 24 Oct 2022
Just Mix Once: Worst-group Generalization by Group Interpolation Giorgio Giannone Serhii Havrylov Jordan Massiah Emine Yilmaz Yunlong Jiao 31 2 0 21 Oct 2022
Outlier-Robust Group Inference via Gradient Space Clustering Yuchen Zeng Kristjan Greenewald Kangwook Lee Justin Solomon Mikhail Yurochkin 33 2 0 13 Oct 2022
Training Debiased Subnetworks with Contrastive Weight Pruning Geon Yeong Park Sangmin Lee Sang Wan Lee Jong Chul Ye CML 30 13 0 11 Oct 2022
A survey of Identification and mitigation of Machine Learning algorithmic biases in Image Analysis Laurent Risser Agustin Picard Lucas Hervier Jean-Michel Loubes FaML 33 5 0 10 Oct 2022
MaskTune: Mitigating Spurious Correlations by Forcing to Explore Saeid Asgari Taghanaki Aliasghar Khani Fereshte Khani A. Gholami Linh-Tam Tran Ali Mahdavi-Amiri Ghassan Hamarneh AAML 38 45 0 30 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
Discover and Mitigate Unknown Biases with Debiasing Alternate Networks Zhiheng Li A. Hoogs Chenliang Xu 25 53 0 20 Jul 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 24 52 0 19 Jul 2022
Subclass Knowledge Distillation with Known Subclass Labels A. Sajedi Y. Lawryshyn Konstantinos N. Plataniotis 11 3 0 17 Jul 2022
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 13 61 0 14 Jul 2022
Breaking Correlation Shift via Conditional Invariant Regularizer Mingyang Yi Ruoyu Wang Jiacheng Sun Zhenguo Li Zhi-Ming Ma OODD 20 5 0 14 Jul 2022
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models Gregory Plumb Nari Johnson Ángel Alexander Cabrera Ameet Talwalkar 27 5 0 08 Jul 2022
Distilling Model Failures as Directions in Latent Space Saachi Jain Hannah Lawrence Ankur Moitra A. Madry 18 89 0 29 Jun 2022
Learning Debiased Classifier with Biased Committee Nayeong Kim Sehyun Hwang Sungsoo Ahn Jaesik Park Suha Kwak CML 28 52 0 22 Jun 2022
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi Measures A. Gronowski William Paul F. Alajaji Bahman Gharesifard Philippe Burlina FaML 9 3 0 20 Jun 2022
Mitigating Dataset Bias by Using Per-sample Gradient Sumyeong Ahn Seongyoon Kim Se-Young Yun 45 20 0 31 May 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 17 20 0 28 Apr 2022
Improved Group Robustness via Classifier Retraining on Independent Splits Thien Hai Nguyen Hongyang R. Zhang Huy Le Nguyen OOD 23 2 0 20 Apr 2022
Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning Mayee F. Chen Daniel Y. Fu A. Narayan Michael Zhang Zhao-quan Song Kayvon Fatahalian Christopher Ré SSL 19 46 0 15 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 34 316 0 06 Apr 2022
Domino: Discovering Systematic Errors with Cross-Modal Embeddings Sabri Eyuboglu M. Varma Khaled Kamal Saab Jean-Benoit Delbrouck Christopher Lee-Messer Jared A. Dunnmon James Y. Zou Christopher Ré 25 143 0 24 Mar 2022
Addressing Missing Sources with Adversarial Support-Matching T. Kehrenberg Myles Bartlett V. Sharmanska Novi Quadrianto 11 1 0 24 Mar 2022
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 22 42 0 18 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 13 15 0 15 Mar 2022
ZIN: When and How to Learn Invariance Without Environment Partition? Yong Lin Shengyu Zhu Lu Tan Peng Cui OOD CML 11 64 0 11 Mar 2022
Mapping DNN Embedding Manifolds for Network Generalization Prediction Molly O'Brien Julia V. Bukowski Mathias Unberath Aria Pezeshk Gregory Hager AI4CE 20 0 0 03 Feb 2022
Offline-Online Associated Camera-Aware Proxies for Unsupervised Person Re-identification Menglin Wang Jiachen Li Baisheng Lai Xiaojin Gong Xiansheng Hua 17 22 0 15 Jan 2022
Towards Group Robustness in the presence of Partial Group Labels Vishnu Suresh Lokhande Kihyuk Sohn Jinsung Yoon Madeleine Udell Chen-Yu Lee Tomas Pfister OOD 34 11 0 10 Jan 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation Seonguk Seo Joon-Young Lee Bohyung Han CML 28 24 0 10 Jan 2022
BARACK: Partially Supervised Group Robustness With Guarantees N. Sohoni Maziar Sanjabi Nicolas Ballas Aditya Grover Shaoliang Nie Hamed Firooz Christopher Ré OOD 17 24 0 31 Dec 2021
Simple and near-optimal algorithms for hidden stratification and multi-group learning Abdoreza Asadpour Daniel J. Hsu 99 20 0 22 Dec 2021
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 9 8 0 25 Nov 2021
Learning Debiased and Disentangled Representations for Semantic Segmentation Sanghyeok Chu Dongwan Kim Bohyung Han 16 22 0 31 Oct 2021
Simple data balancing achieves competitive worst-group-accuracy Badr Youbi Idrissi Martín Arjovsky Mohammad Pezeshki David Lopez-Paz 33 173 0 27 Oct 2021
On the Efficiency of Subclass Knowledge Distillation in Classification Tasks A. Sajedi Konstantinos N. Plataniotis 14 4 0 12 Sep 2021
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations Stephen R. Pfohl Haoran Zhang Yizhe Xu Agata Foryciarz Marzyeh Ghassemi N. Shah OOD 26 22 0 27 Aug 2021
Challenges for cognitive decoding using deep learning methods A. Thomas Christopher Ré R. Poldrack AI4CE 16 6 0 16 Aug 2021
Unsupervised Learning of Debiased Representations with Pseudo-Attributes Seonguk Seo Joon-Young Lee Bohyung Han FaML 68 48 0 06 Aug 2021
Just Train Twice: Improving Group Robustness without Training Group Information E. Liu Behzad Haghgoo Annie S. Chen Aditi Raghunathan Pang Wei Koh Shiori Sagawa Percy Liang Chelsea Finn OOD 23 538 0 19 Jul 2021
A Topological-Framework to Improve Analysis of Machine Learning Model Performance Henry Kvinge Colby Wight Sarah Akers Scott Howland W. Choi Xiaolong Ma Luke J. Gosink E. Jurrus K. Kappagantula Tegan H. Emerson 34 0 0 09 Jul 2021
Training Over-parameterized Models with Non-decomposable Objectives Harikrishna Narasimhan A. Menon 23 12 0 09 Jul 2021
The Spotlight: A General Method for Discovering Systematic Errors in Deep Learning Models G. dÉon Jason dÉon J. R. Wright Kevin Leyton-Brown 20 74 0 01 Jul 2021