Neuro-Symbolic VQA: A review from the perspective of AGI desiderata

13 April 2021

Papers citing "Neuro-Symbolic VQA: A review from the perspective of AGI desiderata"

27 / 27 papers shown

Title
Obtaining Faithful Interpretations from Compositional Neural Networks Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 43 42 0 02 May 2020
CLOSURE: Assessing Systematic Generalization of CLEVR Models Dzmitry Bahdanau H. D. Vries Timothy J. O'Donnell Shikhar Murty Philippe Beaudoin Yoshua Bengio Aaron Courville NAI 62 90 0 12 Dec 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 73 260 0 09 Jul 2019
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut Hannah Rashkin Maarten Sap Chaitanya Malaviya Asli Celikyilmaz Yejin Choi 82 912 0 12 Jun 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 134 698 0 26 Apr 2019
Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering Ramakrishna Vedantam Karan Desai Stefan Lee Marcus Rohrbach Dhruv Batra Devi Parikh NAI BDL 61 86 0 21 Feb 2019
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions Runtao Liu Chenxi Liu Yutong Bai Alan Yuille NAI ObjD 73 123 0 03 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli J. Tenenbaum NAI 84 609 0 04 Oct 2018
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning David Mascharka Philip Tran Ryan Soklaski Arjun Majumdar 114 207 0 14 Mar 2018
Can Neural Networks Understand Logical Entailment? Richard Evans D. Saxton David Amos Pushmeet Kohli Edward Grefenstette NAI 167 128 0 23 Feb 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu Zilu Zhang Tal Friedman Yitao Liang Guy Van den Broeck 94 450 0 29 Nov 2017
Neural-Symbolic Learning and Reasoning: A Survey and Interpretation Tarek R. Besold Artur Garcez Sebastian Bader Howard L. Bowman Pedro M. Domingos ... P. Lima L. Penning Gadi Pinkas Hoifung Poon Gerson Zaverucha LRM AI4CE 74 344 0 10 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,164 0 30 Oct 2017
FiLM: Visual Reasoning with a General Conditioning Layer Ethan Perez Florian Strub H. D. Vries Vincent Dumoulin Aaron Courville FAtt AIMat OffRL AI4CE 352 2,212 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 83 545 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 129 578 0 18 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 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 301 2,378 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 342 3,246 0 02 Dec 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 641 29,076 0 09 Sep 2016
Visual Relationship Detection with Language Priors Cewu Lu Ranjay Krishna Michael S. Bernstein Li Fei-Fei VLM 76 1,140 0 31 Jul 2016
Yin and Yang: Balancing and Answering Binary Visual Questions Peng Zhang Yash Goyal D. Summers-Stay Dhruv Batra Devi Parikh CoGe 87 352 0 16 Nov 2015
Neural Module Networks Jacob Andreas Marcus Rohrbach Trevor Darrell Dan Klein CoGe 137 1,073 0 09 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 202 5,478 0 03 May 2015
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks Kai Sheng Tai R. Socher Christopher D. Manning AIMat 140 3,122 0 28 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,386 0 04 Sep 2014