Counterfactual VQA: A Cause-Effect Look at Language Bias

8 June 2020

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

50 / 62 papers shown

Title
Parameter Estimation using Reinforcement Learning Causal Curiosity: Limits and Challenges Miguel Arana-Catania Weisi Guo CML 11 0 0 13 May 2025
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal Perspective Taoyu Su Jiawei Sheng Duohe Ma Xiaodong Li Juwei Yue Mengxiao Song Yingkai Tang Tingwen Liu 33 0 0 28 Apr 2025
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination Hao Yin Gunagzong Si Zilei Wang 83 0 0 14 Apr 2025
Text Speaks Louder than Vision: ASCII Art Reveals Textual Biases in Vision-Language Models Zhaochen Wang Yujun Cai Zi Huang Bryan Hooi Yiwei Wang Ming Yang CoGe VLM 73 0 0 02 Apr 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 98 4 0 12 Feb 2025
MASS: Overcoming Language Bias in Image-Text Matching Jiwan Chung Seungwon Lim Sangkyu Lee Youngjae Yu VLM 30 0 0 20 Jan 2025
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation Daowan Peng Wei Wei 83 0 0 10 Jan 2025
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 95 3 0 14 Dec 2024
Scene-Text Grounding for Text-Based Video Question Answering Sheng Zhou Junbin Xiao Xun Yang Peipei Song Dan Guo Angela Yao Meng Wang Tat-Seng Chua 84 1 0 22 Sep 2024
Path-Specific Causal Reasoning for Fairness-aware Cognitive Diagnosis Dacao Zhang Kun Zhang Le Wu Mi Tian Richang Hong M. Wang 25 4 0 05 Jun 2024
Relative Counterfactual Contrastive Learning for Mitigating Pretrained Stance Bias in Stance Detection Jiarui Zhang Shaojuan Wu Xiaowang Zhang Zhiyong Feng 29 0 0 16 May 2024
VideoDistill: Language-aware Vision Distillation for Video Question Answering Bo Zou Chao Yang Yu Qiao Chengbin Quan Youjian Zhao VGen 39 1 0 01 Apr 2024
How to Understand "Support"? An Implicit-enhanced Causal Inference Approach for Weakly-supervised Phrase Grounding Jiamin Luo Jianing Zhao Jingjing Wang Guodong Zhou 36 0 0 29 Feb 2024
HEAR: Hearing Enhanced Audio Response for Video-grounded Dialogue Sunjae Yoon Dahyun Kim Eunseop Yoon Hee Suk Yoon Junyeong Kim C. Yoo 37 6 0 15 Dec 2023
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation Christel Chappuis Eliot Walt Vincent Mendez Sylvain Lobry B. L. Saux D. Tuia 23 3 0 28 Nov 2023
3D-Aware Visual Question Answering about Parts, Poses and Occlusions Xingrui Wang Wufei Ma Zhuowan Li Adam Kortylewski Alan L. Yuille CoGe 19 12 0 27 Oct 2023
Accurate Use of Label Dependency in Multi-Label Text Classification Through the Lens of Causality Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin 34 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 26 18 0 11 Oct 2023
Causal Intersectionality and Dual Form of Gradient Descent for Multimodal Analysis: a Case Study on Hateful Memes Yosuke Miyanishi M. Nguyen 24 2 0 19 Aug 2023
Making the V in Text-VQA Matter Shamanthak Hegde Soumya Jahagirdar Shankar Gangisetty CoGe 29 4 0 01 Aug 2023
Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature Ana Claudia Akemi Matsuki de Faria Felype de Castro Bastos Jose Victor Nogueira Alves da Silva Vitor Lopes Fabris Valeska Uchôa Décio Gonccalves de Aguiar Neto C. F. G. Santos 25 22 0 18 May 2023
Counterfactual Debiasing for Generating Factually Consistent Text Summaries Chenhe Dong Yuexiang Xie Yaliang Li Ying Shen CML HILM 17 0 0 18 May 2023
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models Lukávs Mikula Michal vStefánik Marek Petrovivc Petr Sojka 28 3 0 11 May 2023
Out-of-distribution Evidence-aware Fake News Detection via Dual Adversarial Debiasing Qiang Liu Jun Wu Shu Wu Liang Wang OODD CML 17 11 0 25 Apr 2023
Cross-Modal Causal Intervention for Medical Report Generation Weixing Chen Yang Liu Ce Wang Jiarui Zhu Shen Zhao Guanbin Li Cheng-Lin Liu Liang Lin 21 5 0 16 Mar 2023
ICICLE: Interpretable Class Incremental Continual Learning Dawid Rymarczyk Joost van de Weijer Bartosz Zieliñski Bartlomiej Twardowski CLL 16 28 0 14 Mar 2023
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts Mikolaj Sacha Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski VLM 25 29 0 28 Jan 2023
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning Jianhua Yuan Yanyan Zhao Bing Qin 39 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 19 56 0 01 Dec 2022
Unbiased Knowledge Distillation for Recommendation Gang Chen Jiawei Chen Fuli Feng Sheng Zhou Xiangnan He 14 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 19 0 0 21 Nov 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 17 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 33 21 0 17 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 32 23 0 10 Oct 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 19 82 0 25 Aug 2022
Causal Intervention Improves Implicit Sentiment Analysis Siyin Wang Jie Zhou Changzhi Sun Junjie Ye Tao Gui Qi Zhang Xuanjing Huang 28 16 0 19 Aug 2022
Equivariant and Invariant Grounding for Video Question Answering Yicong Li Xiang Wang Junbin Xiao Tat-Seng Chua 14 25 0 26 Jul 2022
Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis Teng Sun Wenjie Wang Liqiang Jing Yiran Cui Xuemeng Song Liqiang Nie OODD 19 35 0 24 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 25 27 0 22 Jun 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 175 269 0 30 May 2022
Counterfactual harm Jonathan G. Richens R. Beard Daniel H. Thompson 8 27 0 27 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 8 23 0 20 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 Eric Wang Long Chen Zhi Wang Lin Ma Wenwu Zhu CML 13 15 0 10 Mar 2022
Recent, rapid advancement in visual question answering architecture: a review V. Kodali Daniel Berleant 27 9 0 02 Mar 2022
Saving Dense Retriever from Shortcut Dependency in Conversational Search Sungdong Kim Gangwoo Kim 17 26 0 15 Feb 2022
Grounding Answers for Visual Questions Asked by Visually Impaired People Chongyan Chen Samreen Anjum Danna Gurari 23 50 0 04 Feb 2022
Causal Attention for Interpretable and Generalizable Graph Classification Yongduo Sui Xiang Wang Jiancan Wu Min-Bin Lin Xiangnan He Tat-Seng Chua CML OOD 14 152 0 30 Dec 2021
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 16 12 0 16 Nov 2021
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering Jihyung Kil Cheng Zhang D. Xuan Wei-Lun Chao 53 20 0 13 Sep 2021