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
Parameter Estimation using Reinforcement Learning Causal Curiosity: Limits and Challenges Miguel Arana-Catania Weisi Guo CML 30 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 40 0 0 28 Apr 2025
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination Hao Yin Gunagzong Si Zilei Wang 145 0 0 14 Apr 2025
Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention Moyang Liu Kaiying Yan Yukun Liu Ruibo Fu Zhengqi Wen Xuefei Liu Chenxing Li 38 0 0 12 Apr 2025
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning Quanxing Xu Ling Zhou Xian Zhong Feifei Zhang Rubing Huang Chia-Wen Lin 39 0 0 04 Apr 2025
VEGAS: Towards Visually Explainable and Grounded Artificial Social Intelligence Hao Li Hao Fei Zechao Hu Zhengwei Yang Zheng Wang 45 0 0 03 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
Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification Xiaojie Yang Z. Fan Hangli Ge Takashi Michikata Ryosuke Shibasaki Noboru Koshizuka 44 0 0 23 Mar 2025
Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization Zefeng Zhang Hengzhu Tang Jiawei Sheng Zhenyu Zhang Yiming Ren Zhenyang Li Dawei Yin Duohe Ma Tingwen Liu 47 0 0 23 Mar 2025
ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models Hao Yin Guangzong Si Zilei Wang 142 1 0 17 Mar 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 105 4 0 12 Feb 2025
MASS: Overcoming Language Bias in Image-Text Matching Jiwan Chung Seungwon Lim Sangkyu Lee Youngjae Yu VLM 32 0 0 20 Jan 2025
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation Daowan Peng Wei Wei 139 0 0 10 Jan 2025
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu Xiaozhong Liu N. Shah Ping Chen 96 2 0 18 Dec 2024
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence Jinghan He Kuan Zhu Haiyun Guo Fan Zhang Zhenglin Hua Yuheng Jia Ming Tang Tat-Seng Chua J. T. Wang VLM 85 3 0 18 Dec 2024
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
Multi-View Incongruity Learning for Multimodal Sarcasm Detection Diandian Guo Cong Cao Fangfang Yuan Yanbing Liu Guangjie Zeng Xiaoyan Yu Hao Peng Philip S. Yu 72 1 0 01 Dec 2024
Task Progressive Curriculum Learning for Robust Visual Question Answering Ahmed Akl Abdelwahed Khamis Zhe Wang Ali Cheraghian Sara Khalifa Kewen Wang OOD 80 0 0 26 Nov 2024
OccludeNet: A Causal Journey into Mixed-View Actor-Centric Video Action Recognition under Occlusions Guanyu Zhou Xiaohan Yu Wenxin Huang Xuemei Jia Xian Zhong Chia-Wen Lin CML 81 0 0 24 Nov 2024
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal Entities Gianluca Apriceno Valentina Tamma Tania Bailoni Jacopo de Berardinis Mauro Dragoni 30 0 0 17 Oct 2024
Eliminating the Language Bias for Visual Question Answering with fine-grained Causal Intervention Ying Liu Ge Bai Chenji Lu Shilong Li Zhang Zhang Ruifang Liu Wenbin Guo 16 0 0 14 Oct 2024
Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models Shitian Zhao Renrui Zhang Xu Luo Yan Wang Shanghang Zhang Peng Gao 18 0 0 01 Oct 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 29 3 0 24 Sep 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 142 1 0 22 Sep 2024
See or Guess: Counterfactually Regularized Image Captioning Qian Cao Xu Chen Ruihua Song Xiting Wang Xinting Huang Yuchen Ren CML 31 1 0 29 Aug 2024
Interventional Causal Structure Discovery over Graphical Models with Convergence and Optimality Guarantees Qiu Chengbo Yang Kai CML 40 0 0 09 Aug 2024
VideoQA in the Era of LLMs: An Empirical Study Junbin Xiao Nanxin Huang Hangyu Qin Dongyang Li Yicong Li ... Zhulin Tao Jianxing Yu Liang Lin Tat-Seng Chua Angela Yao 25 10 0 08 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 40 4 0 05 Aug 2024
Unifying Visual and Semantic Feature Spaces with Diffusion Models for Enhanced Cross-Modal Alignment Yuze Zheng Zixuan Li Xiangxian Li Jinxing Liu Yuqing Wang Xiangxu Meng Lei Meng DiffM 47 2 0 26 Jul 2024
Extracting Training Data from Document-Based VQA Models Francesco Pinto N. Rauschmayr F. Tramèr Philip H. S. Torr Federico Tombari 34 3 0 11 Jul 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 49 1 0 17 Jun 2024
Path-Specific Causal Reasoning for Fairness-aware Cognitive Diagnosis Dacao Zhang Anton van den Hengel Le Wu Mi Tian Richang Hong Hao Wu 35 5 0 05 Jun 2024
Relative Counterfactual Contrastive Learning for Mitigating Pretrained Stance Bias in Stance Detection Jiarui Zhang Shaojuan Wu Xiaowang Zhang Zhiyong Feng 33 0 0 16 May 2024
Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning Yian Li Wentao Tian Yang Jiao Jingjing Chen Yueping Jiang Bin Zhu Na Zhao Yu-Gang Jiang LRM 40 9 0 19 Apr 2024
Vision-and-Language Navigation via Causal Learning Liuyi Wang Zongtao He Ronghao Dang Mengjiao Shen Chengju Liu Qijun Chen CML 52 14 0 16 Apr 2024
A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation Jifan Yu Xiaohan Zhang Yifan Xu Xuanyu Lei Zijun Yao Jing Zhang Lei Hou Juanzi Li HILM 38 1 0 04 Apr 2024
VideoDistill: Language-aware Vision Distillation for Video Question Answering Bo Zou Chao Yang Yu Qiao Chengbin Quan Youjian Zhao VGen 50 1 0 01 Apr 2024
De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts Yuzheng Wang Dingkang Yang Zhaoyu Chen Yang Liu Siao Liu Wenqiang Zhang Lihua Zhang Lizhe Qi 32 6 0 28 Mar 2024
Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective Meiqi Chen Yixin Cao Yan Zhang Chaochao Lu 37 12 0 27 Mar 2024
MSCoTDet: Language-driven Multi-modal Fusion for Improved Multispectral Pedestrian Detection Taeheon Kim Sangyun Chung Damin Yeom Youngjoon Yu Hak Gu Kim Y. Ro 38 2 0 22 Mar 2024
As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks? Anjun Hu Jindong Gu Francesco Pinto Konstantinos Kamnitsas Philip H. S. Torr AAML SILM 37 5 0 19 Mar 2024
Identity-aware Dual-constraint Network for Cloth-Changing Person Re-identification Peini Guo Mengyuan Liu Hong Liu Ruijia Fan Guoquan Wang Bin He 23 0 0 13 Mar 2024
Robust Emotion Recognition in Context Debiasing Dingkang Yang Kun Yang Mingcheng Li Shunli Wang Shuai Wang Lihua Zhang 43 15 0 09 Mar 2024
Towards Multimodal Sentiment Analysis Debiasing via Bias Purification Dingkang Yang Mingcheng Li Dongling Xiao Yang Liu Kun Yang Zhaoyu Chen Yuzheng Wang Peng Zhai Ke Li Lihua Zhang 35 16 0 08 Mar 2024
Causality-based Cross-Modal Representation Learning for Vision-and-Language Navigation Liuyi Wang Zongtao He Ronghao Dang Huiyi Chen Chengju Liu Qi Chen 41 1 0 06 Mar 2024
Doubly Abductive Counterfactual Inference for Text-based Image Editing Xue Song Jiequan Cui Hanwang Zhang Jingjing Chen Richang Hong Yu-Gang Jiang DiffM 26 9 0 05 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian Detection Taeheon Kim Sebin Shin Youngjoon Yu Hak Gu Kim Y. Ro 38 5 0 02 Mar 2024
DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference Jialong Wu Linhai Zhang Deyu Zhou Guoqiang Xu CML 29 3 0 02 Mar 2024