Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused
Interventions

Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions

8 June 2021

Daniel Rosenberg

Papers citing "Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions"

16 / 16 papers shown

Title
ColorFoil: Investigating Color Blindness in Large Vision and Language Models Ahnaf Mozib Samin M. F. Ahmed Md. Mushtaq Shahriyar Rafee VLM 24 2 0 19 May 2024
ViLMA: A Zero-Shot Benchmark for Linguistic and Temporal Grounding in Video-Language Models .Ilker Kesen Andrea Pedrotti Mustafa Dogan Michele Cafagna Emre Can Acikgoz ... Iacer Calixto Anette Frank Albert Gatt Aykut Erdem Erkut Erdem 41 15 0 13 Nov 2023
Data Augmentations for Improved (Large) Language Model Generalization Amir Feder Yoav Wald Claudia Shi S. Saria David M. Blei OOD CML 32 7 0 19 Oct 2023
What Makes for Robust Multi-Modal Models in the Face of Missing Modalities? Siting Li Chenzhuang Du Yue Zhao Yu Huang Hang Zhao 24 4 0 10 Oct 2023
Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals Y. Gat Nitay Calderon Amir Feder Alexander Chapanin Amit Sharma Roi Reichart 38 28 0 01 Oct 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
Layer Collaboration in the Forward-Forward Algorithm Guy Lorberbom Itai Gat Yossi Adi A. Schwing Tamir Hazan 58 11 0 21 May 2023
An Understanding-Oriented Robust Machine Reading Comprehension Model Feiliang Ren Yongkang Liu Bochao Li Shilei Liu Bingchao Wang Jiaqi Wang Chunchao Liu Qi Ma 19 3 0 01 Jul 2022
A Functional Information Perspective on Model Interpretation Itai Gat Nitay Calderon Roi Reichart Tamir Hazan AAML FAtt 33 6 0 12 Jun 2022
VALSE: A Task-Independent Benchmark for Vision and Language Models Centered on Linguistic Phenomena Letitia Parcalabescu Michele Cafagna Lilitta Muradjan Anette Frank Iacer Calixto Albert Gatt CoGe 23 109 0 14 Dec 2021
Latent Space Explanation by Intervention Itai Gat Guy Lorberbom Idan Schwartz Tamir Hazan BDL 33 14 0 09 Dec 2021
Perceptual Score: What Data Modalities Does Your Model Perceive? Itai Gat Idan Schwartz A. Schwing 31 30 0 27 Oct 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 41 234 0 02 Sep 2021
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz A. Schwing Tamir Hazan 55 89 0 21 Oct 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 154 290 0 14 Mar 2020
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 158 1,464 0 06 Jun 2016