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Knowledge-augmented Deep Learning and Its Applications: A Survey

Knowledge-augmented Deep Learning and Its Applications: A Survey

30 November 2022
Zijun Cui
Tian Gao
Kartik Talamadupula
Qiang Ji
ArXivPDFHTML

Papers citing "Knowledge-augmented Deep Learning and Its Applications: A Survey"

14 / 14 papers shown
Title
SPIN: SE(3)-Invariant Physics Informed Network for Binding Affinity
  Prediction
SPIN: SE(3)-Invariant Physics Informed Network for Binding Affinity Prediction
Seungyeon Choi
Sangmin Seo
Sanghyun Park
32
0
0
10 Jul 2024
Quantitative Analysis of Molecular Transport in the Extracellular Space
  Using Physics-Informed Neural Network
Quantitative Analysis of Molecular Transport in the Extracellular Space Using Physics-Informed Neural Network
Jiayi Xie
Hongfeng Li
Jin Cheng
Qingrui Cai
Hanbo Tan
Lingyun Zu
Xiaobo Qu
Hongbin Han
28
2
0
23 Jan 2024
The Expert Knowledge combined with AI outperforms AI Alone in Seizure
  Onset Zone Localization using resting state fMRI
The Expert Knowledge combined with AI outperforms AI Alone in Seizure Onset Zone Localization using resting state fMRI
Payal Kamboj
Ayan Banerjee
V. L. Boerwinkle
Sandeep K. S. Gupta
16
4
0
14 Dec 2023
Chain of Thought Prompting Elicits Knowledge Augmentation
Chain of Thought Prompting Elicits Knowledge Augmentation
Di Wu
Jing Zhang
Xinmei Huang
LRM
26
31
0
04 Jul 2023
Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey
  from Precision to Interpretability
Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey from Precision to Interpretability
Zhiqiang Zhong
A. Barkova
Davide Mottin
16
8
0
16 Feb 2023
Knowledge-enhanced Neural Machine Reasoning: A Review
Knowledge-enhanced Neural Machine Reasoning: A Review
Tanmoy Chowdhury
Chen Ling
Xuchao Zhang
Xujiang Zhao
Guangji Bai
Jian Pei
Haifeng Chen
Liang Zhao
36
7
0
04 Feb 2023
Auto-Encoding Knowledge Graph for Unsupervised Medical Report Generation
Auto-Encoding Knowledge Graph for Unsupervised Medical Report Generation
Fenglin Liu
Chenyu You
Xian Wu
Shen Ge
Sheng Wang
Xu Sun
MedIm
73
91
0
08 Nov 2021
Neural Networks with Physics-Informed Architectures and Constraints for
  Dynamical Systems Modeling
Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling
Franck Djeumou
Cyrus Neary
Eric Goubault
S. Putot
Ufuk Topcu
PINN
AI4CE
34
68
0
14 Sep 2021
Zero-Shot Day-Night Domain Adaptation with a Physics Prior
Zero-Shot Day-Night Domain Adaptation with a Physics Prior
A. Lengyel
Sourav Garg
Michael Milford
J. C. V. Gemert
34
57
0
11 Aug 2021
Neural Monocular 3D Human Motion Capture with Physical Awareness
Neural Monocular 3D Human Motion Capture with Physical Awareness
Soshi Shimada
Vladislav Golyanik
Weipeng Xu
P. Pérez
Christian Theobalt
3DH
3DV
92
95
0
03 May 2021
Lagrangian Neural Networks
Lagrangian Neural Networks
M. Cranmer
S. Greydanus
Stephan Hoyer
Peter W. Battaglia
D. Spergel
S. Ho
PINN
127
422
0
10 Mar 2020
Logic Tensor Networks for Semantic Image Interpretation
Logic Tensor Networks for Semantic Image Interpretation
Ivan Donadello
Luciano Serafini
Artur Garcez
54
209
0
24 May 2017
A Compositional Object-Based Approach to Learning Physical Dynamics
A Compositional Object-Based Approach to Learning Physical Dynamics
Michael Chang
T. Ullman
Antonio Torralba
J. Tenenbaum
AI4CE
OCL
238
438
0
01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics
Interaction Networks for Learning about Objects, Relations and Physics
Peter W. Battaglia
Razvan Pascanu
Matthew Lai
Danilo Jimenez Rezende
Koray Kavukcuoglu
AI4CE
OCL
PINN
GNN
278
1,400
0
01 Dec 2016
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