Counterfactual VQA: A Cause-Effect Look at Language Bias

8 June 2020

Papers citing "Counterfactual VQA: A Cause-Effect Look at Language Bias"

50 / 206 papers shown

Title
ICICLE: Interpretable Class Incremental Continual Learning Dawid Rymarczyk Joost van de Weijer Bartosz Zieliñski Bartlomiej Twardowski CLL 32 28 0 14 Mar 2023
Backdoor Defense via Deconfounded Representation Learning Zaixin Zhang Qi Liu Zhicai Wang Zepu Lu Qingyong Hu AAML 57 39 0 13 Mar 2023
Contrastive Video Question Answering via Video Graph Transformer Junbin Xiao Pan Zhou Angela Yao Yicong Li Richang Hong Shuicheng Yan Tat-Seng Chua ViT 27 35 0 27 Feb 2023
Debiased Fine-Tuning for Vision-language Models by Prompt Regularization Beier Zhu Yulei Niu Saeil Lee Minhoe Hur Hanwang Zhang VLM VPVLM 32 22 0 29 Jan 2023
On Learning Necessary and Sufficient Causal Graphs Hengrui Cai Yixin Wang Michael Jordan Rui Song CML 28 12 0 29 Jan 2023
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts Mikolaj Sacha Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski VLM 35 29 0 28 Jan 2023
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning Jianhua Yuan Yanyan Zhao Bing Qin 47 4 0 20 Dec 2022
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning Zhuowan Li Xingrui Wang Elias Stengel-Eskin Adam Kortylewski Wufei Ma Benjamin Van Durme Max Planck Institute for Informatics OOD LRM 26 57 0 01 Dec 2022
Unbiased Knowledge Distillation for Recommendation Gang Chen Jiawei Chen Fuli Feng Sheng Zhou Xiangnan He 29 27 0 27 Nov 2022
Cross-Modal Contrastive Learning for Robust Reasoning in VQA Qinjie Zheng Chaoyue Wang Daqing Liu Dadong Wang Dacheng Tao LRM 32 0 0 21 Nov 2022
Leveraging per Image-Token Consistency for Vision-Language Pre-training Yunhao Gou Tom Ko Hansi Yang James T. Kwok Yu Zhang Mingxuan Wang VLM 16 9 0 20 Nov 2022
Understanding ME? Multimodal Evaluation for Fine-grained Visual Commonsense Zhecan Wang Haoxuan You Yicheng He Wenhao Li Kai-Wei Chang Shih-Fu Chang 23 5 0 10 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 45 11 0 10 Nov 2022
Compressing And Debiasing Vision-Language Pre-Trained Models for Visual Question Answering Q. Si Yuanxin Liu Zheng Lin Peng Fu Weiping Wang VLM 42 1 0 26 Oct 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment Chenxiao Yang Qitian Wu Qingsong Wen Zhiqiang Zhou Liang Sun Junchi Yan OODD OOD 25 20 0 24 Oct 2022
Selective Query-guided Debiasing for Video Corpus Moment Retrieval Sunjae Yoon Jiajing Hong Eunseop Yoon Dahyun Kim Junyeong Kim Hee Suk Yoon Changdong Yoo 41 21 0 17 Oct 2022
Counterfactual Multihop QA: A Cause-Effect Approach for Reducing Disconnected Reasoning Wangzhen Guo Qinkang Gong Hanjiang Lai LRM 27 4 0 13 Oct 2022
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction Haoyu Wang Hongming Zhang Yuqian Deng Jacob R. Gardner Dan Roth Muhao Chen 27 19 0 10 Oct 2022
Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA Q. Si Fandong Meng Mingyu Zheng Zheng Lin Yuanxin Liu Peng Fu Yanan Cao Weiping Wang Jie Zhou 29 20 0 10 Oct 2022
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning Q. Si Yuanxin Liu Fandong Meng Zheng Lin Peng Fu Yanan Cao Weiping Wang Jie Zhou 37 23 0 10 Oct 2022
Are All Vision Models Created Equal? A Study of the Open-Loop to Closed-Loop Causality Gap Mathias Lechner Ramin Hasani Alexander Amini Tsun-Hsuan Wang T. Henzinger Daniela Rus CML OOD 26 7 0 09 Oct 2022
Vision+X: A Survey on Multimodal Learning in the Light of Data Ye Zhu Yuehua Wu N. Sebe Yan Yan 33 16 0 05 Oct 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation Jiayi Liu Wei Wei Zhixuan Chu Xing Gao Ji Zhang T. Yan Yulin Kang CML 34 4 0 20 Sep 2022
A Survey of Deep Causal Models and Their Industrial Applications Zongyu Li Xiaoning Guo Siwei Qiang CML AI4CE 32 7 0 19 Sep 2022
Overcoming Language Priors in Visual Question Answering via Distinguishing Superficially Similar Instances Yike Wu Yu Zhao Shiwan Zhao Ying Zhang Xiaojie Yuan Guoqing Zhao Ning Jiang 84 16 0 18 Sep 2022
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions Paul Pu Liang Amir Zadeh Louis-Philippe Morency 18 60 0 07 Sep 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 34 84 0 25 Aug 2022
Causal Intervention Improves Implicit Sentiment Analysis Siyin Wang Jie Zhou Changzhi Sun Junjie Ye Tao Gui Qi Zhang Xuanjing Huang 41 16 0 19 Aug 2022
Counterfactual Intervention Feature Transfer for Visible-Infrared Person Re-identification Xulin Li Yan Lu B. Liu Yating Liu Guojun Yin Qi Chu Jinyang Huang Feng Zhu Rui Zhao Nenghai Yu 11 29 0 01 Aug 2022
Generative Bias for Robust Visual Question Answering Jae-Won Cho Dong-Jin Kim H. Ryu In So Kweon OOD CML 28 19 0 01 Aug 2022
Equivariant and Invariant Grounding for Video Question Answering Yicong Li Xiang Wang Junbin Xiao Tat-Seng Chua 20 25 0 26 Jul 2022
Cross-Modal Causal Relational Reasoning for Event-Level Visual Question Answering Yang Liu Guanbin Li Liang Lin LRM 36 80 0 26 Jul 2022
Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem Yudong Han Liqiang Nie Jianhua Yin Jianlong Wu Yan Yan 26 12 0 24 Jul 2022
Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis Teng Sun Wenjie Wang Liqiang Jing Yiran Cui Xuemeng Song Liqiang Nie OODD 24 35 0 24 Jul 2022
Rethinking Data Augmentation for Robust Visual Question Answering Long Chen Yuhang Zheng Jun Xiao OOD 32 42 0 18 Jul 2022
CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in Space Shunli Wang Shuai Wang Bo Jiao Dingkang Yang Liuzhen Su Peng Zhai Chixiao Chen Lihua Zhang 38 16 0 16 Jul 2022
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge Base Minhao Zhang Ruoyu Zhang Yanzeng Li Lei Zou 16 10 0 08 Jul 2022
Open Vocabulary Object Detection with Proposal Mining and Prediction Equalization Peixian Chen Kekai Sheng Mengdan Zhang Mingbao Lin Yunhang Shen Shaohui Lin Bo Ren Ke Li VLM ObjD 39 27 0 22 Jun 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 186 271 0 30 May 2022
Visual Superordinate Abstraction for Robust Concept Learning Qinjie Zheng Chaoyue Wang Dadong Wang Dacheng Tao VLM 23 2 0 28 May 2022
Reassessing Evaluation Practices in Visual Question Answering: A Case Study on Out-of-Distribution Generalization Aishwarya Agrawal Ivana Kajić Emanuele Bugliarello Elnaz Davoodi Anita Gergely Phil Blunsom Aida Nematzadeh OOD 40 17 0 24 May 2022
Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering Shiquan Yang Xinting Huang Jey Han Lau S. Erfani 14 5 0 20 May 2022
Towards Explanation for Unsupervised Graph-Level Representation Learning Qinghua Zheng Jihong Wang Minnan Luo Yaoliang Yu Jundong Li L. Yao Xiao Chang 24 1 0 20 May 2022
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 132 46 0 17 May 2022
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective Zhedong Zheng Jiayin Zhu Wei Ji Yi Yang Tat-Seng Chua 3DH 30 6 0 27 Apr 2022
Counterfactual harm Jonathan G. Richens R. Beard Daniel H. Thompson 29 27 0 27 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 27 24 0 20 Apr 2022
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question Answering Vipul Gupta Zhuowan Li Adam Kortylewski Chenyu Zhang Yingwei Li Alan Yuille 30 44 0 05 Apr 2022
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning Jiangjie Chen Rui Xu Ziquan Fu Wei Shi Zhongqiao Li Xinbo Zhang Changzhi Sun Lei Li Yanghua Xiao Hao Zhou ELM 23 35 0 16 Mar 2022
A Closer Look at Debiased Temporal Sentence Grounding in Videos: Dataset, Metric, and Approach Xiaohan Lan Yitian Yuan Xin Wang Long Chen Zhi Wang Lin Ma Wenwu Zhu CML 24 15 0 10 Mar 2022