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Relational inductive biases, deep learning, and graph networks
v1v2v3 (latest)

Relational inductive biases, deep learning, and graph networks

4 June 2018
Peter W. Battaglia
Jessica B. Hamrick
V. Bapst
Alvaro Sanchez-Gonzalez
V. Zambaldi
Mateusz Malinowski
Andrea Tacchetti
David Raposo
Adam Santoro
Ryan Faulkner
Çağlar Gülçehre
H. F. Song
A. J. Ballard
Justin Gilmer
George E. Dahl
Ashish Vaswani
Kelsey R. Allen
C. Nash
Victoria Langston
Chris Dyer
N. Heess
Daan Wierstra
Pushmeet Kohli
M. Botvinick
Oriol Vinyals
Yujia Li
Razvan Pascanu
    AI4CENAI
ArXiv (abs)PDFHTML

Papers citing "Relational inductive biases, deep learning, and graph networks"

50 / 1,598 papers shown
Title
Context Matters: Graph-based Self-supervised Representation Learning for
  Medical Images
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images
Li Sun
Ke Yu
Kayhan Batmanghelich
SSL
90
24
0
11 Dec 2020
Self-Growing Spatial Graph Network for Context-Aware Pedestrian
  Trajectory Prediction
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction
Sirin Haddad
S. Lam
GNN
42
8
0
11 Dec 2020
Factor Graph Molecule Network for Structure Elucidation
Factor Graph Molecule Network for Structure Elucidation
Hieu Le Trung
Yiqing Xu
Wee Sun Lee
GNN
20
0
0
10 Dec 2020
Topological Planning with Transformers for Vision-and-Language
  Navigation
Topological Planning with Transformers for Vision-and-Language Navigation
Kevin Chen
Junshen K. Chen
Jo Chuang
Nathan Tsoi
Silvio Savarese
LM&Ro
95
101
0
09 Dec 2020
Binding and Perspective Taking as Inference in a Generative Neural
  Network Model
Binding and Perspective Taking as Inference in a Generative Neural Network Model
Mahdi Sadeghi
Fabian Schrodt
S. Otte
Martin Volker Butz
39
2
0
09 Dec 2020
Learning Video Instance Segmentation with Recurrent Graph Neural
  Networks
Learning Video Instance Segmentation with Recurrent Graph Neural Networks
Joakim Johnander
Emil Brissman
Martin Danelljan
Michael Felsberg
VOS
59
8
0
07 Dec 2020
Neural Online Graph Exploration
Neural Online Graph Exploration
Ioannis Chiotellis
Daniel Cremers
56
2
0
06 Dec 2020
Graph Mixture Density Networks
Graph Mixture Density Networks
Federico Errica
D. Bacciu
Alessio Micheli
94
18
0
05 Dec 2020
Graph Convolutional Neural Networks for Body Force Prediction
Graph Convolutional Neural Networks for Body Force Prediction
Francis Ogoke
Kazem Meidani
Amirreza Hashemi
A. Farimani
GNNAI4CE
46
62
0
03 Dec 2020
Relational Learning for Skill Preconditions
Relational Learning for Skill Preconditions
Mohit Sharma
Oliver Kroemer
SSL
141
18
0
03 Dec 2020
Advanced Graph and Sequence Neural Networks for Molecular Property
  Prediction and Drug Discovery
Advanced Graph and Sequence Neural Networks for Molecular Property Prediction and Drug Discovery
Zhengyang Wang
Meng Liu
Youzhi Luo
Zhao Xu
Yaochen Xie
...
Lei Cai
Q. Qi
Zhuoning Yuan
Tianbao Yang
Shuiwang Ji
95
104
0
02 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition
Inductive Biases for Deep Learning of Higher-Level Cognition
Anirudh Goyal
Yoshua Bengio
AI4CE
118
366
0
30 Nov 2020
Accelerated Charged Particle Tracking with Graph Neural Networks on
  FPGAs
Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs
A. Heintz
Vesal Razavimaleki
Javier Mauricio Duarte
G. Dezoort
I. Ojalvo
...
S. Summers
J. Ngadiuba
Miaoyuan Liu
E. Kreinar
Zhenbin Wu
70
42
0
30 Nov 2020
Road Scene Graph: A Semantic Graph-Based Scene Representation Dataset
  for Intelligent Vehicles
Road Scene Graph: A Semantic Graph-Based Scene Representation Dataset for Intelligent Vehicles
Yafu Tian
Alexander Carballo
Ruifeng Li
K. Takeda
GNN
89
27
0
27 Nov 2020
Self-Supervised Time Series Representation Learning by Inter-Intra
  Relational Reasoning
Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning
Haoyi Fan
Fengbin Zhang
Yue Gao
AI4TS
55
14
0
27 Nov 2020
Adaptable Automation with Modular Deep Reinforcement Learning and Policy
  Transfer
Adaptable Automation with Modular Deep Reinforcement Learning and Policy Transfer
Zohreh Raziei
Mohsen Moghaddam
77
25
0
27 Nov 2020
Unsupervised Object Keypoint Learning using Local Spatial Predictability
Unsupervised Object Keypoint Learning using Local Spatial Predictability
Anand Gopalakrishnan
Sjoerd van Steenkiste
Jürgen Schmidhuber
SSL
64
21
0
25 Nov 2020
Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets
Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets
Charilaos Mylonas
Eleni Chatzi
10
0
0
23 Nov 2020
Revisiting graph neural networks and distance encoding from a practical
  view
Revisiting graph neural networks and distance encoding from a practical view
Haoteng Yin
Yanbang Wang
Pan Li
AI4CE
59
5
0
22 Nov 2020
LRTA: A Transparent Neural-Symbolic Reasoning Framework with Modular
  Supervision for Visual Question Answering
LRTA: A Transparent Neural-Symbolic Reasoning Framework with Modular Supervision for Visual Question Answering
Weixin Liang
Fei Niu
Aishwarya N. Reganti
Govind Thattai
Gokhan Tur
73
17
0
21 Nov 2020
Deep Data Flow Analysis
Deep Data Flow Analysis
Chris Cummins
Hugh Leather
Zacharias V. Fisches
Tal Ben-Nun
Torsten Hoefler
Michael F. P. O'Boyle
56
4
0
21 Nov 2020
Challenging the Security of Logic Locking Schemes in the Era of Deep
  Learning: A Neuroevolutionary Approach
Challenging the Security of Logic Locking Schemes in the Era of Deep Learning: A Neuroevolutionary Approach
Dominik Sisejkovic
Farhad Merchant
Lennart M. Reimann
Harshit Srivastava
Ahmed Hallawa
Rainer Leupers
AAML
45
61
0
20 Nov 2020
Consistency-Aware Graph Network for Human Interaction Understanding
Consistency-Aware Graph Network for Human Interaction Understanding
Zhenhua Wang
Jiajun Meng
Dongyan Guo
Jianhua Zhang
Javen Qinfeng Shi
Shengyong Chen
GNN
38
3
0
20 Nov 2020
Classification by Attention: Scene Graph Classification with Prior
  Knowledge
Classification by Attention: Scene Graph Classification with Prior Knowledge
Sahand Sharifzadeh
Sina Moayed Baharlou
Volker Tresp
OCL
76
52
0
19 Nov 2020
Node Similarity Preserving Graph Convolutional Networks
Node Similarity Preserving Graph Convolutional Networks
Wei Jin
Hanyu Wang
Yiqi Wang
Yao Ma
Zitao Liu
Jiliang Tang
88
258
0
19 Nov 2020
GRAPHSPY: Fused Program Semantic-Level Embedding via Graph Neural
  Networks for Dead Store Detection
GRAPHSPY: Fused Program Semantic-Level Embedding via Graph Neural Networks for Dead Store Detection
Yixin Guo
Pengcheng Li
Yingwei Luo
Xiaolin Wang
Zhenlin Wang
GNN
33
1
0
18 Nov 2020
Predicting Rigid Body Dynamics using Dual Quaternion Recurrent Neural
  Networks with Quaternion Attention
Predicting Rigid Body Dynamics using Dual Quaternion Recurrent Neural Networks with Quaternion Attention
Johannes Pöppelbaum
Andreas Schwung
42
13
0
17 Nov 2020
3D-OES: Viewpoint-Invariant Object-Factorized Environment Simulators
3D-OES: Viewpoint-Invariant Object-Factorized Environment Simulators
H. Tung
Xian Zhou
Mihir Prabhudesai
Shamit Lal
Katerina Fragkiadaki
82
28
0
12 Nov 2020
Reinforcement Learning for Autonomous Driving with Latent State
  Inference and Spatial-Temporal Relationships
Reinforcement Learning for Autonomous Driving with Latent State Inference and Spatial-Temporal Relationships
Xiaobai Ma
Jiachen Li
Mykel J. Kochenderfer
David Isele
K. Fujimura
91
62
0
09 Nov 2020
Multimodal Trajectory Prediction via Topological Invariance for
  Navigation at Uncontrolled Intersections
Multimodal Trajectory Prediction via Topological Invariance for Navigation at Uncontrolled Intersections
Junha Roh
Christoforos Mavrogiannis
Rishabh Madan
Dieter Fox
S. Srinivasa
76
30
0
08 Nov 2020
Explainable Artificial Intelligence Recommendation System by Leveraging
  the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype
  Development
Explainable Artificial Intelligence Recommendation System by Leveraging the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype Development
Nariman Ammar
Arash Shaban-Nejad
13
37
0
06 Nov 2020
Disentangling 3D Prototypical Networks For Few-Shot Concept Learning
Disentangling 3D Prototypical Networks For Few-Shot Concept Learning
Mihir Prabhudesai
Shamit Lal
Darshan Patil
H. Tung
Adam W. Harley
Katerina Fragkiadaki
OCL3DV3DPC
119
20
0
06 Nov 2020
Graph Neural Networks in Recommender Systems: A Survey
Graph Neural Networks in Recommender Systems: A Survey
Shiwen Wu
Fei Sun
Wentao Zhang
Xu Xie
Tengjiao Wang
GNN
232
1,251
0
04 Nov 2020
Multi-Robot Coverage and Exploration using Spatial Graph Neural Networks
Multi-Robot Coverage and Exploration using Spatial Graph Neural Networks
Ekaterina V. Tolstaya
James Paulos
Vijay Kumar
Alejandro Ribeiro
81
59
0
02 Nov 2020
The MAGICAL Benchmark for Robust Imitation
The MAGICAL Benchmark for Robust Imitation
Sam Toyer
Rohin Shah
Andrew Critch
Stuart J. Russell
75
36
0
01 Nov 2020
Be More with Less: Hypergraph Attention Networks for Inductive Text
  Classification
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification
Kaize Ding
Jianling Wang
Jundong Li
Dingcheng Li
Huan Liu
GNN
75
209
0
01 Nov 2020
Multi-agent Trajectory Prediction with Fuzzy Query Attention
Multi-agent Trajectory Prediction with Fuzzy Query Attention
Nitin Kamra
Hao Zhu
Dweep Trivedi
Ming Zhang
Yan Liu
AI4CE
85
32
0
29 Oct 2020
Contextual BERT: Conditioning the Language Model Using a Global State
Contextual BERT: Conditioning the Language Model Using a Global State
Timo I. Denk
Ana Peleteiro Ramallo
65
6
0
29 Oct 2020
Learning to Represent Action Values as a Hypergraph on the Action
  Vertices
Learning to Represent Action Values as a Hypergraph on the Action Vertices
Arash Tavakoli
Mehdi Fatemi
Petar Kormushev
74
23
0
28 Oct 2020
Combining Label Propagation and Simple Models Out-performs Graph Neural
  Networks
Combining Label Propagation and Simple Models Out-performs Graph Neural Networks
Qian Huang
Horace He
Abhay Singh
Ser-Nam Lim
Austin R. Benson
94
283
0
27 Oct 2020
On the Stability of Graph Convolutional Neural Networks under Edge
  Rewiring
On the Stability of Graph Convolutional Neural Networks under Edge Rewiring
Henry Kenlay
D. Thanou
Xiaowen Dong
78
31
0
26 Oct 2020
Contrastive Graph Neural Network Explanation
Contrastive Graph Neural Network Explanation
Lukas Faber
A. K. Moghaddam
Roger Wattenhofer
85
36
0
26 Oct 2020
Towards Scale-Invariant Graph-related Problem Solving by Iterative
  Homogeneous Graph Neural Networks
Towards Scale-Invariant Graph-related Problem Solving by Iterative Homogeneous Graph Neural Networks
Hao Tang
Zhiao Huang
Jiayuan Gu
Bao-Liang Lu
Hao Su
AI4CE
70
9
0
26 Oct 2020
XLVIN: eXecuted Latent Value Iteration Nets
XLVIN: eXecuted Latent Value Iteration Nets
Andreea Deac
Petar Velivcković
Ognjen Milinković
Pierre-Luc Bacon
Jian Tang
Mladen Nikolic
63
19
0
25 Oct 2020
Exploiting Heterogeneous Graph Neural Networks with Latent Worker/Task
  Correlation Information for Label Aggregation in Crowdsourcing
Exploiting Heterogeneous Graph Neural Networks with Latent Worker/Task Correlation Information for Label Aggregation in Crowdsourcing
Hanlu Wu
Tengfei Ma
Lingfei Wu
S. Ji
FedML
59
11
0
25 Oct 2020
Learning Contextualized Knowledge Structures for Commonsense Reasoning
Learning Contextualized Knowledge Structures for Commonsense Reasoning
Jun Yan
Mrigank Raman
Aaron Chan
Tianyu Zhang
Ryan Rossi
Handong Zhao
Sungchul Kim
Nedim Lipka
Xiang Ren
306
37
0
24 Oct 2020
Compositional Generalization and Natural Language Variation: Can a
  Semantic Parsing Approach Handle Both?
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both?
Peter Shaw
Ming-Wei Chang
Panupong Pasupat
Kristina Toutanova
CoGe
87
187
0
24 Oct 2020
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement
  Learning
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning
Cong Zhang
Wen Song
Zhiguang Cao
Jie Zhang
Puay Siew Tan
Chi Xu
143
318
0
23 Oct 2020
Generative Neurosymbolic Machines
Generative Neurosymbolic Machines
Jindong Jiang
Sungjin Ahn
BDLOCL
303
69
0
23 Oct 2020
Graph Geometry Interaction Learning
Graph Geometry Interaction Learning
Shichao Zhu
Shirui Pan
Chuan Zhou
Hongzhi Zhang
Yanan Cao
Bin Wang
128
93
0
23 Oct 2020
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