Unshuffling Data for Improved Generalization

Unshuffling Data for Improved Generalization

27 February 2020

Ehsan Abbasnejad

Anton Van Den Hengel

Papers citing "Unshuffling Data for Improved Generalization"

19 / 19 papers shown

Title
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning Jie Ma Zhitao Gao Qi Chai Xiaozhong Liu P. Wang Jing Tao Zhou Su 57 0 0 01 Apr 2025
Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question Answering Jie Ma Min Hu Pinghui Wang Wangchun Sun Lingyun Song Hongbin Pei Jun Liu Youtian Du 37 4 0 18 Apr 2024
Making the V in Text-VQA Matter Shamanthak Hegde Soumya Jahagirdar Shankar Gangisetty CoGe 31 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 30 23 0 18 May 2023
When Does Group Invariant Learning Survive Spurious Correlations? Yimeng Chen Ruibin Xiong Zhiming Ma Yanyan Lan OOD CML 30 20 0 29 Jun 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 49 318 0 06 Apr 2022
OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses Robik Shrestha Kushal Kafle Christopher Kanan CML 33 13 0 05 Apr 2022
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 30 12 0 16 Nov 2021
Causal Attention for Unbiased Visual Recognition Tan Wang Chan Zhou Qianru Sun Hanwang Zhang OOD CML 32 108 0 19 Aug 2021
On Invariance Penalties for Risk Minimization Kia Khezeli Arno Blaas Frank Soboczenski N. Chia John Kalantari 20 16 0 17 Jun 2021
Supervising the Transfer of Reasoning Patterns in VQA Corentin Kervadec Christian Wolf G. Antipov M. Baccouche Madiha Nadri Wolf 30 10 0 10 Jun 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 28 76 0 07 Apr 2021
Does Invariant Risk Minimization Capture Invariance? Pritish Kamath Akilesh Tangella Danica J. Sutherland Nathan Srebro OOD 198 125 0 04 Jan 2021
A Closer Look at the Robustness of Vision-and-Language Pre-trained Models Linjie Li Zhe Gan Jingjing Liu VLM 33 42 0 15 Dec 2020
WeaQA: Weak Supervision via Captions for Visual Question Answering Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral 25 35 0 04 Dec 2020
Empirical or Invariant Risk Minimization? A Sample Complexity Perspective Kartik Ahuja Jun Wang Amit Dhurandhar Karthikeyan Shanmugam Kush R. Varshney OOD 38 79 0 30 Oct 2020
Robust Classification under Class-Dependent Domain Shift T. Galstyan Hrant Khachatrian Greg Ver Steeg Aram Galstyan OOD 13 2 0 10 Jul 2020
Counterfactual VQA: A Cause-Effect Look at Language Bias Yulei Niu Kaihua Tang Hanwang Zhang Zhiwu Lu Xiansheng Hua Ji-Rong Wen CML 56 394 0 08 Jun 2020
Invariant Rationalization Shiyu Chang Yang Zhang Mo Yu Tommi Jaakkola 182 201 0 22 Mar 2020