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Learning Not to Learn: Training Deep Neural Networks with Biased Data

26 December 2018

Papers citing "Learning Not to Learn: Training Deep Neural Networks with Biased Data"

30 / 130 papers shown

Title
Variational Interaction Information Maximization for Cross-domain Disentanglement HyeongJoo Hwang Geon-hyeong Kim Seunghoon Hong Kee-Eung Kim BDL DRL 57 51 0 08 Dec 2020
FairFaceGAN: Fairness-aware Facial Image-to-Image Translation Sunhee Hwang Sungho Park D. Kim Mirae Do H. Byun CVBM 102 32 0 01 Dec 2020
Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations Wolfgang Stammer P. Schramowski Kristian Kersting FAtt 103 112 0 25 Nov 2020
Do Fine-tuned Commonsense Language Models Really Generalize? Mayank Kejriwal Ke Shen ELM LRM 57 10 0 18 Nov 2020
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles Christopher Clark Mark Yatskar Luke Zettlemoyer 81 62 0 07 Nov 2020
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 106 92 0 21 Oct 2020
Learning Emotional-Blinded Face Representations Alejandro Peña Julian Fierrez Àgata Lapedriza Aythami Morales CVBM 68 13 0 18 Sep 2020
Learning Unbiased Representations via Rényi Minimization Vincent Grari Oualid El Hajouji Sylvain Lamprier Marcin Detyniecki FaML 66 21 0 07 Sep 2020
Using Deep Networks for Scientific Discovery in Physiological Signals Tom Beer Bar Eini-Porat Sebastian Goodfellow Danny Eytan Uri Shalit 57 5 0 25 Aug 2020
Null-sampling for Interpretable and Fair Representations T. Kehrenberg Myles Bartlett Oliver Thomas Novi Quadrianto OOD 41 29 0 12 Aug 2020
Learning from Failure: Training Debiased Classifier from Biased Classifier J. Nam Hyuntak Cha SungSoo Ahn Jaeho Lee Jinwoo Shin 84 150 0 06 Jul 2020
A Comparison of Uncertainty Estimation Approaches in Deep Learning Components for Autonomous Vehicle Applications F. Arnez H. Espinoza A. Radermacher Franccois Terrier UQCV 71 30 0 26 Jun 2020
A causal view of compositional zero-shot recognition Yuval Atzmon Felix Kreuk Uri Shalit Gal Chechik OCL BDL CML 119 125 0 25 Jun 2020
Self-training Avoids Using Spurious Features Under Domain Shift Yining Chen Colin Wei Ananya Kumar Tengyu Ma OOD 90 85 0 17 Jun 2020
70 years of machine learning in geoscience in review Jesper Sören Dramsch VLM AI4CE 111 163 0 16 Jun 2020
Enhancing Facial Data Diversity with Style-based Face Aging Markos Georgopoulos James Oldfield M. Nicolaou Yannis Panagakis Maja Pantic CVBM 50 12 0 06 Jun 2020
Debiasing Skin Lesion Datasets and Models? Not So Fast Alceu Bissoto Eduardo Valle Sandra Avila 102 55 0 23 Apr 2020
Exploring Racial Bias within Face Recognition via per-subject Adversarially-Enabled Data Augmentation Seyma Yucer S. Akçay Noura Al-Moubayed T. Breckon 67 63 0 19 Apr 2020
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 74 58 0 15 Apr 2020
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender Biometrics Ignacio Serna Alejandro Peña Aythami Morales Julian Fierrez CVBM 101 62 0 14 Apr 2020
Learning Unbiased Representations via Mutual Information Backpropagation R. Ragonesi Riccardo Volpi Jacopo Cavazza Vittorio Murino FaML SSL 59 30 0 13 Mar 2020
Diversity inducing Information Bottleneck in Model Ensembles Samarth Sinha Homanga Bharadhwaj Anirudh Goyal Hugo Larochelle Animesh Garg Florian Shkurti BDL UQCV 69 40 0 10 Mar 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 100 127 0 16 Feb 2020
Don't Judge an Object by Its Context: Learning to Overcome Contextual Bias Krishna Kumar Singh D. Mahajan Kristen Grauman Yong Jae Lee Matt Feiszli Deepti Ghadiyaram 71 109 0 09 Jan 2020
Revealing Neural Network Bias to Non-Experts Through Interactive Counterfactual Examples Chelsea M. Myers Evan Freed Luis Fernando Laris Pardo Anushay Furqan S. Risi Jichen Zhu CML 103 13 0 07 Jan 2020
Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition Jinwoo Choi Chen Gao Joseph C.E. Messou Jia-Bin Huang 145 182 0 11 Dec 2019
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 110 368 0 26 Nov 2019
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 415 283 0 07 Oct 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 128 469 0 09 Sep 2019
Explaining Classifiers with Causal Concept Effect (CaCE) Yash Goyal Amir Feder Uri Shalit Been Kim CML 97 178 0 16 Jul 2019