Adversarial Filters of Dataset Biases

10 February 2020

Yejin Choi

Papers citing "Adversarial Filters of Dataset Biases"

50 / 170 papers shown

Title
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 20 2 0 23 May 2023
Preconditioned Visual Language Inference with Weak Supervision Ehsan Qasemi Amani Maina-Kilaas Devadutta Dash Khalid Alsaggaf Muhao Chen 17 0 0 22 May 2023
DataComp: In search of the next generation of multimodal datasets S. Gadre Gabriel Ilharco Alex Fang J. Hayase Georgios Smyrnis ... A. Dimakis J. Jitsev Y. Carmon Vaishaal Shankar Ludwig Schmidt VLM 15 404 0 27 Apr 2023
LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity Anjana Arunkumar Shubham Sharma Rakhi Agrawal Sriramakrishnan Chandrasekaran Chris Bryan 18 0 0 12 Apr 2023
A Data Fusion Framework for Multi-Domain Morality Learning Siyi Guo Negar Mokhberian Kristina Lerman FedML 28 24 0 04 Apr 2023
PASS: Peer-Agreement based Sample Selection for training with Noisy Labels Arpit Garg Cuong C. Nguyen Rafael Felix Thanh-Toan Do G. Carneiro 17 2 0 20 Mar 2023
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases Yanchen Liu Jing Yang Yan Chen Jing Liu Huaqin Wu MoE 32 2 0 28 Feb 2023
UnbiasedNets: A Dataset Diversification Framework for Robustness Bias Alleviation in Neural Networks Mahum Naseer B. Prabakaran Osman Hasan Muhammad Shafique 16 7 0 24 Feb 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown Bias Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 8 1 0 22 Feb 2023
Balanced Audiovisual Dataset for Imbalance Analysis Wenke Xia Xu Zhao Xincheng Pang Changqing Zhang Di Hu 24 1 0 14 Feb 2023
Backdoor Learning for NLP: Recent Advances, Challenges, and Future Research Directions Marwan Omar SILM AAML 11 20 0 14 Feb 2023
Real-Time Visual Feedback to Guide Benchmark Creation: A Human-and-Metric-in-the-Loop Workflow Anjana Arunkumar Swaroop Mishra Bhavdeep Singh Sachdeva Chitta Baral Chris Bryan 17 0 0 09 Feb 2023
DISCO: Distilling Counterfactuals with Large Language Models Zeming Chen Qiyue Gao Antoine Bosselut Ashish Sabharwal Kyle Richardson 27 25 0 20 Dec 2022
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels Sumyeong Ahn Se-Young Yun NoLa 19 2 0 01 Dec 2022
Going for GOAL: A Resource for Grounded Football Commentaries Alessandro Suglia José Lopes E. Bastianelli Andrea Vanzo Shubham Agarwal Malvina Nikandrou Lu Yu Ioannis Konstas Verena Rieser 13 5 0 08 Nov 2022
NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries? Saadia Gabriel Hamid Palangi Yejin Choi AAML 21 1 0 08 Nov 2022
Emergent Linguistic Structures in Neural Networks are Fragile Emanuele La Malfa Matthew Wicker Marta Kiatkowska 10 1 0 31 Oct 2022
XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models Dong-Ho Lee Akshen Kadakia Brihi Joshi Aaron Chan Ziyi Liu ... Takashi Shibuya Ryosuke Mitani Toshiyuki Sekiya Jay Pujara Xiang Ren LRM 22 9 0 30 Oct 2022
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues Jiao Ou Jinchao Zhang Yang Feng Jie Zhou 26 13 0 30 Oct 2022
Debiasing Masks: A New Framework for Shortcut Mitigation in NLU Johannes Mario Meissner Saku Sugawara Akiko Aizawa AAML 31 16 0 28 Oct 2022
DiscoSense: Commonsense Reasoning with Discourse Connectives Prajjwal Bhargava Vincent Ng LRM 70 4 0 22 Oct 2022
A Survey of Dataset Refinement for Problems in Computer Vision Datasets Zhijing Wan Zhixiang Wang CheukTing Chung Zheng Wang 23 7 0 21 Oct 2022
Pretrained Transformers Do not Always Improve Robustness Swaroop Mishra Bhavdeep Singh Sachdeva Chitta Baral VLM 17 2 0 14 Oct 2022
Hardness of Samples Need to be Quantified for a Reliable Evaluation System: Exploring Potential Opportunities with a New Task Swaroop Mishra Anjana Arunkumar Chris Bryan Chitta Baral 14 1 0 14 Oct 2022
A Survey of Parameters Associated with the Quality of Benchmarks in NLP Swaroop Mishra Anjana Arunkumar Chris Bryan Chitta Baral 24 1 0 14 Oct 2022
StyLEx: Explaining Style Using Human Lexical Annotations Shirley Anugrah Hayati Kyumin Park Dheeraj Rajagopal Lyle Ungar Dongyeop Kang 14 3 0 14 Oct 2022
Benchmarking Long-tail Generalization with Likelihood Splits Ameya Godbole Robin Jia ALM 15 8 0 13 Oct 2022
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation A. Puli Nitish Joshi Yoav Wald Hera Y. He Rajesh Ranganath 27 16 0 04 Oct 2022
Law Informs Code: A Legal Informatics Approach to Aligning Artificial Intelligence with Humans John J. Nay ELM AILaw 84 27 0 14 Sep 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 30 3 0 05 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 25 105 0 31 Aug 2022
Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems Bingbing Wen Yunhe Feng Yongfeng Zhang Chirag Shah 11 1 0 17 Aug 2022
ShortcutLens: A Visual Analytics Approach for Exploring Shortcuts in Natural Language Understanding Dataset Zhihua Jin Xingbo Wang Furui Cheng Chunhui Sun Qun Liu Huamin Qu 24 9 0 17 Aug 2022
WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language Models Yonatan Bitton Nitzan Bitton-Guetta Ron Yosef Yuval Elovici Mohit Bansal Gabriel Stanovsky Roy Schwartz 4 19 0 25 Jul 2022
BioTABQA: Instruction Learning for Biomedical Table Question Answering Man Luo S. Saxena Swaroop Mishra Mihir Parmar Chitta Baral LMTD 146 15 0 06 Jul 2022
Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses Keith Harrigian Mark Dredze 17 3 0 22 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip H. S. Torr Amartya Sanyal OOD 17 25 0 17 Jun 2022
Mitigating Dataset Bias by Using Per-sample Gradient Sumyeong Ahn Seongyoon Kim Se-Young Yun 38 20 0 31 May 2022
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing Nan Xu Fei Wang Bangzheng Li Mingtao Dong Muhao Chen 14 20 0 25 May 2022
Partial-input baselines show that NLI models can ignore context, but they don't Neha Srikanth Rachel Rudinger 20 4 0 24 May 2022
Are Prompt-based Models Clueless? Pride Kavumba Ryo Takahashi Yusuke Oda VLM 101 13 0 19 May 2022
All You May Need for VQA are Image Captions Soravit Changpinyo Doron Kukliansky Idan Szpektor Xi Chen Nan Ding Radu Soricut 30 70 0 04 May 2022
Don't Blame the Annotator: Bias Already Starts in the Annotation Instructions Mihir Parmar Swaroop Mishra Mor Geva Chitta Baral 17 54 0 01 May 2022
On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations Roy Schwartz Gabriel Stanovsky 17 24 0 27 Apr 2022
Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding Zeming Chen Qiyue Gao ELM 17 4 0 13 Apr 2022
To Find Waldo You Need Contextual Cues: Debiasing Who's Waldo Yiran Luo Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral 14 4 0 30 Mar 2022
Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets Yuxiang Wu Matt Gardner Pontus Stenetorp Pradeep Dasigi 19 67 0 24 Mar 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Shivanshu Gupta Sameer Singh Matt Gardner 30 7 0 16 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 21 29 0 15 Mar 2022
A Proposal to Study "Is High Quality Data All We Need?" Swaroop Mishra Anjana Arunkumar 12 2 0 12 Mar 2022