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Attribute Diversity Determines the Systematicity Gap in VQA

15 November 2023

Ian Berlot-Attwell

Kumar Krishna Agrawal

Papers citing "Attribute Diversity Determines the Systematicity Gap in VQA"

20 / 20 papers shown

Title
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 87 146 0 13 Dec 2022
Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality Yichen Jiang Xiang Zhou Joey Tianyi Zhou 75 10 0 28 Nov 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 202 643 0 07 Oct 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 71 32 0 14 Mar 2022
The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization Róbert Csordás Kazuki Irie Jürgen Schmidhuber AI4CE 104 57 0 14 Oct 2021
COVR: A test-bed for Visually Grounded Compositional Generalization with real images Ben Bogin Shivanshu Gupta Matt Gardner Jonathan Berant CoGe 83 29 0 22 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 65 31 0 06 Sep 2021
Separating Skills and Concepts for Novel Visual Question Answering Spencer Whitehead Hui Wu Heng Ji Rogerio Feris Kate Saenko CoGe 92 34 0 19 Jul 2021
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law Damien Teney Kushal Kafle Robik Shrestha Ehsan Abbasnejad Christopher Kanan Anton Van Den Hengel OODD OOD 85 147 0 19 May 2020
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 252 2,493 0 20 Aug 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 110 260 0 09 Jul 2019
Explainable and Explicit Visual Reasoning over Scene Graphs Jiaxin Shi Hanwang Zhang Juan-Zi Li OCL 202 234 0 05 Dec 2018
A Corpus for Reasoning About Natural Language Grounded in Photographs Alane Suhr Stephanie Zhou Ally Zhang Iris Zhang Huajun Bai Yoav Artzi LRM 108 608 0 01 Nov 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 292 2,201 0 23 Mar 2018
FiLM: Visual Reasoning with a General Conditioning Layer Ethan Perez Florian Strub H. D. Vries Vincent Dumoulin Aaron Courville FAtt AIMat OffRL AI4CE 372 2,236 0 22 Sep 2017
Inferring and Executing Programs for Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Judy Hoffman Li Fei-Fei C. L. Zitnick Ross B. Girshick NAI 97 545 0 10 May 2017
Learning to Reason: End-to-End Module Networks for Visual Question Answering Ronghang Hu Jacob Andreas Marcus Rohrbach Trevor Darrell Kate Saenko KELM GNN ReLM LRM 131 579 0 18 Apr 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 319 2,391 0 20 Dec 2016
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 355 3,273 0 02 Dec 2016
Neural Module Networks Jacob Andreas Marcus Rohrbach Trevor Darrell Dan Klein CoGe 139 1,077 0 09 Nov 2015