DepWiGNN: A Depth-wise Graph Neural Network for Multi-hop Spatial Reasoning in Text

19 October 2023

Papers citing "DepWiGNN: A Depth-wise Graph Neural Network for Multi-hop Spatial Reasoning in Text"

21 / 21 papers shown

Title
Reducing Over-smoothing in Graph Neural Networks Using Relational Embeddings Yeskendir Koishekenov 36 2 0 07 Jan 2023
StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts Zhengxiang Shi Qiang Zhang Aldo Lipani 118 74 0 18 Apr 2022
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering Weiwen Xu Huihui Zhang Deng Cai Wai Lam 63 35 0 25 May 2021
Question Directed Graph Attention Network for Numerical Reasoning over Text Kunlong Chen Weidi Xu Xingyi Cheng Zou Xiaochuan Yuyu Zhang Le Song Taifeng Wang Yuan Qi Wei Chu AIMat OOD 63 67 0 16 Sep 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 119 1,485 0 04 Jul 2020
Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks Yimeng Min Frederik Wenkel Guy Wolf GNN 78 112 0 18 Mar 2020
Hierarchical Graph Network for Multi-hop Question Answering Yuwei Fang S. Sun Zhe Gan R. Pillai Shuohang Wang Jingjing Liu 85 171 0 09 Nov 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 358 6,449 0 26 Sep 2019
Understanding Spatial Language in Radiology: Representation Framework, Annotation, and Spatial Relation Extraction from Chest X-ray Reports using Deep Learning Surabhi Datta Yuqi Si Laritza M. Rodriguez S. E. Shooshan Dina Demner-Fushman Kirk Roberts MedIm 48 35 0 13 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 627 24,431 0 26 Jul 2019
Dynamically Fused Graph Network for Multi-hop Reasoning Yunxuan Xiao Yanru Qu Lin Qiu Hao Zhou Lei Li Weinan Zhang Yong Yu 71 191 0 16 May 2019
Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments Howard Chen Alane Suhr Dipendra Kumar Misra Noah Snavely Yoav Artzi 75 386 0 29 Nov 2018
Learning to Reason with Third-Order Tensor Products Imanol Schlag Jürgen Schmidhuber NAI 50 64 0 29 Nov 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 192 1,634 0 04 Oct 2018
Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Qimai Li Zhichao Han Xiao-Ming Wu GNN SSL 184 2,826 0 22 Jan 2018
Recurrent Relational Networks Rasmus Berg Palm Ulrich Paquet Ole Winther GNN ReLM NAI 92 139 0 21 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,138 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 501 15,232 0 07 Jun 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 177 1,614 0 05 Jun 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 617 29,051 0 09 Sep 2016
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks Jason Weston Antoine Bordes S. Chopra Alexander M. Rush Bart van Merriënboer Armand Joulin Tomas Mikolov LRM ELM 145 1,181 0 19 Feb 2015