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
How to Understand "Support"? An Implicit-enhanced Causal Inference Approach for Weakly-supervised Phrase Grounding Jiamin Luo Jianing Zhao Jingjing Wang Guodong Zhou 46 0 0 29 Feb 2024
A Unified Causal View of Instruction Tuning Luyao Chen Wei Huang Ruqing Zhang Wei Chen J. Guo Xueqi Cheng 28 1 0 09 Feb 2024
Improving Data Augmentation for Robust Visual Question Answering with Effective Curriculum Learning Yuhang Zheng Zhen Wang Long Chen 24 2 0 28 Jan 2024
Object Attribute Matters in Visual Question Answering Peize Li Q. Si Peng Fu Zheng Lin Yan Wang 35 0 0 20 Dec 2023
ShuttleSHAP: A Turn-Based Feature Attribution Approach for Analyzing Forecasting Models in Badminton Wei-Yao Wang Wenjie Peng Wei Wang Philip S. Yu 38 0 0 18 Dec 2023
HEAR: Hearing Enhanced Audio Response for Video-grounded Dialogue Sunjae Yoon Dahyun Kim Eunseop Yoon Hee Suk Yoon Junyeong Kim C. Yoo 39 6 0 15 Dec 2023
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models Shitian Zhao Zhuowan Li Yadong Lu Alan L. Yuille Yan Wang LRM 60 5 0 09 Dec 2023
Debiasing Multimodal Models via Causal Information Minimization Vaidehi Patil A. Maharana Mohit Bansal CML 38 2 0 28 Nov 2023
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 95 198 0 28 Nov 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 28 3 0 28 Nov 2023
Causality is all you need Ning Xu Yifei Gao Hongshuo Tian Yongdong Zhang An-An Liu 41 0 0 21 Nov 2023
Explainable History Distillation by Marked Temporal Point Process Sishun Liu Ke Deng Yan Wang Xiuzhen Zhang 35 0 0 13 Nov 2023
3D-Aware Visual Question Answering about Parts, Poses and Occlusions Xingrui Wang Wufei Ma Zhuowan Li Adam Kortylewski Alan L. Yuille CoGe 27 12 0 27 Oct 2023
Large Language Models are Temporal and Causal Reasoners for Video Question Answering Dohwan Ko Ji Soo Lee Wooyoung Kang Byungseok Roh Hyunwoo J. Kim LRM 33 31 0 24 Oct 2023
Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond Zhecan Wang Long Chen Haoxuan You Keyang Xu Yicheng He Wenhao Li Noal Codella Kai-Wei Chang Shih-Fu Chang 27 3 0 23 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 49 6 0 11 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 33 18 0 11 Oct 2023
What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models Letian Zhang Xiaotong Zhai Zhongkai Zhao Yongshuo Zong Xin Wen Bingchen Zhao LRM 11 0 0 10 Oct 2023
Causal Reasoning through Two Layers of Cognition for Improving Generalization in Visual Question Answering Trang Nguyen Naoaki Okazaki LRM 38 0 0 09 Oct 2023
Negative Object Presence Evaluation (NOPE) to Measure Object Hallucination in Vision-Language Models Holy Lovenia Wenliang Dai Samuel Cahyawijaya Ziwei Ji Pascale Fung MLLM 27 50 0 09 Oct 2023
Can I Trust Your Answer? Visually Grounded Video Question Answering Junbin Xiao Angela Yao Yicong Li Tat-Seng Chua 36 46 0 04 Sep 2023
Inducing Causal Structure for Abstractive Text Summarization Luyao Chen Ruqing Zhang Wei Huang Wei Chen J. Guo Xueqi Cheng CML 21 1 0 24 Aug 2023
Causal Intersectionality and Dual Form of Gradient Descent for Multimodal Analysis: a Case Study on Hateful Memes Yosuke Miyanishi M. Nguyen 34 2 0 19 Aug 2023
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models Dohwan Ko Ji Soo Lee M. Choi Jaewon Chu Jihwan Park Hyunwoo J. Kim 22 5 0 18 Aug 2023
Interpretability Benchmark for Evaluating Spatial Misalignment of Prototypical Parts Explanations Mikolaj Sacha Bartosz Jura Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 32 14 0 16 Aug 2023
Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing C. Cui Hebo Ma C. Zhang Chunyun Zhang Yumo Yao Meng Chen Yuling Ma KELM 41 1 0 15 Aug 2023
Counterfactual Cross-modality Reasoning for Weakly Supervised Video Moment Localization Zezhong Lv Bing-Huang Su Ji-Rong Wen 18 16 0 10 Aug 2023
Grounded Image Text Matching with Mismatched Relation Reasoning Yu Wu Yan-Tao Wei Haozhe Jasper Wang Yongfei Liu Sibei Yang Xuming He 34 6 0 02 Aug 2023
Making the V in Text-VQA Matter Shamanthak Hegde Soumya Jahagirdar Shankar Gangisetty CoGe 31 4 0 01 Aug 2023
Causal reasoning in typical computer vision tasks Kexuan Zhang Qiyu Sun Chaoqiang Zhao Yang Tang CML 26 11 0 26 Jul 2023
Robust Visual Question Answering: Datasets, Methods, and Future Challenges Jie Ma Pinghui Wang Dechen Kong Zewei Wang Jun Liu Hongbin Pei Junzhou Zhao OOD 29 18 0 21 Jul 2023
Unveiling Cross Modality Bias in Visual Question Answering: A Causal View with Possible Worlds VQA A. Vosoughi Shijian Deng Songyang Zhang Yapeng Tian Chenliang Xu Jiebo Luo CML 53 3 0 31 May 2023
Robust Natural Language Understanding with Residual Attention Debiasing Fei Wang James Y. Huang Tianyi Yan Wenxuan Zhou Muhao Chen 34 10 0 28 May 2023
Prompting Large Language Models for Counterfactual Generation: An Empirical Study Yongqi Li Mayi Xu Xin Miao Shen Zhou T. Qian ELM LRM 29 19 0 24 May 2023
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions W. Yu Meng Jiang Peter Clark Ashish Sabharwal 15 21 0 23 May 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 30 22 0 18 May 2023
Causal Document-Grounded Dialogue Pre-training Ying Zhao Yu Bowen Haiyang Yu Bowen Li Jinyang Li Chao Wang Fei Huang Yongbin Li N. Zhang 17 6 0 18 May 2023
Counterfactual Debiasing for Generating Factually Consistent Text Summaries Chenhe Dong Yuexiang Xie Yaliang Li Ying Shen CML HILM 29 0 0 18 May 2023
An Empirical Study on the Language Modal in Visual Question Answering Daowan Peng Wei Wei Xian-Ling Mao Yuanyuan Fu Dangyang Chen 32 4 0 17 May 2023
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models Lukávs Mikula Michal vStefánik Marek Petrovivc Petr Sojka 41 3 0 11 May 2023
Clothes-Invariant Feature Learning by Causal Intervention for Clothes-Changing Person Re-identification Xulin Li Yan Lu B. Liu Yuenan Hou Yating Liu Qi Chu Wanli Ouyang Nenghai Yu OOD CML 32 4 0 10 May 2023
Visual Causal Scene Refinement for Video Question Answering Yushen Wei Yang Liu Hongfei Yan Guanbin Li Liang Lin CML 22 21 0 07 May 2023
Adaptive loose optimization for robust question answering Jie Ma Pinghui Wang Ze-you Wang Dechen Kong Min Hu Tingxu Han Jun Liu OOD 38 4 0 06 May 2023
Implicit Counterfactual Data Augmentation for Deep Neural Networks Xiaoling Zhou Ou Wu OOD BDL CML 27 4 0 26 Apr 2023
Out-of-distribution Evidence-aware Fake News Detection via Dual Adversarial Debiasing Qiang Liu Jun Wu Shu Wu Liang Wang OODD CML 25 11 0 25 Apr 2023
VCD: Visual Causality Discovery for Cross-Modal Question Reasoning Yang Liu Guanbin Li Jingzhou Luo Liang Lin BDL LRM 51 5 0 17 Apr 2023
Exposing and Mitigating Spurious Correlations for Cross-Modal Retrieval Jae Myung Kim A. Sophia Koepke Cordelia Schmid Zeynep Akata 78 25 0 06 Apr 2023
Equivariant Similarity for Vision-Language Foundation Models Tan Wang Kevin Qinghong Lin Linjie Li Chung-Ching Lin Zhengyuan Yang Hanwang Zhang Zicheng Liu Lijuan Wang CoGe 43 44 0 25 Mar 2023
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection Jiawei Ma Yulei Niu Jincheng Xu Shiyuan Huang G. Han Shih-Fu Chang ObjD 24 36 0 16 Mar 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 34 6 0 16 Mar 2023