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2011.00508
Cited By
Polymer Informatics: Current Status and Critical Next Steps
1 November 2020
Lihua Chen
G. Pilania
Rohit Batra
T. D. Huan
Chiho Kim
Christopher Kuenneth
R. Ramprasad
AI4CE
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Papers citing
"Polymer Informatics: Current Status and Critical Next Steps"
19 / 19 papers shown
Unifying Polymer Modeling and Design via a Conformation-Centric Generative Foundation Model
Fanmeng Wang
Shan Mei
Wentao Guo
H. Wang
Qi Ou
Zhifeng Gao
Hongteng Xu
AI4CE
150
0
0
15 Oct 2025
Re-experiment Smart: a Novel Method to Enhance Data-driven Prediction of Mechanical Properties of Epoxy Polymers
Wanshan Cui
Yejin Jeong
Inwook Song
Gyuri Kim
Minsang Kwon
Donghun Lee
74
0
0
19 May 2025
PolyConf: Unlocking Polymer Conformation Generation through Hierarchical Generative Models
Fanmeng Wang
Wentao Guo
Qi Ou
Hongshuai Wang
Haitao Lin
Hongteng Xu
Zhifeng Gao
AI4CE
287
4
0
11 Apr 2025
PolyCL: Contrastive Learning for Polymer Representation Learning via Explicit and Implicit Augmentations
Digital Discovery (DD), 2024
Jiajun Zhou
Yijie Yang
Austin M. Mroz
Kim E. Jelfs
SSL
231
6
0
14 Aug 2024
Unifying Invariant and Variant Features for Graph Out-of-Distribution via Probability of Necessity and Sufficiency
Xuexin Chen
Ruichu Cai
Kaitao Zheng
Zhifan Jiang
Zhengting Huang
Zhifeng Hao
Zijian Li
307
0
0
21 Jul 2024
MMPolymer: A Multimodal Multitask Pretraining Framework for Polymer Property Prediction
International Conference on Information and Knowledge Management (CIKM), 2024
Fanmeng Wang
Wentao Guo
Minjie Cheng
Shen Yuan
Hongteng Xu
Zhifeng Gao
171
0
0
07 Jun 2024
Two-Stage Surrogate Modeling for Data-Driven Design Optimization with Application to Composite Microstructure Generation
Engineering applications of artificial intelligence (EAAI), 2024
Farhad Pourkamali-Anaraki
Jamal F. Husseini
E. Pineda
B. Bednarcyk
Scott E. Stapleton
AI4CE
350
7
0
04 Jan 2024
Transferring a molecular foundation model for polymer property predictions
Journal of Chemical Information and Modeling (JCIM), 2023
Pei Zhang
Logan T. Kearney
D. Bhowmik
Zachary R. Fox
Amit K. Naskar
Ravi Tandon
AI4CE
182
17
0
25 Oct 2023
Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction
International Conference on Machine Learning (ICML), 2023
Minghao Guo
Veronika Thost
Samuel W Song
A. Balachandran
Payel Das
Jie Chen
Wojciech Matusik
AI4CE
234
0
0
04 Sep 2023
Photonic Quantum Computing For Polymer Classification
A. Stoyanova
Taha Hammadia
Arno Ricou
Bogdan Penkovsky
197
1
0
22 Nov 2022
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics
Nature Communications (Nat Commun), 2022
Christopher Kuenneth
R. Ramprasad
238
178
0
29 Sep 2022
A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing
npj Computational Materials (npj Comput. Mater.), 2022
Pranav Shetty
Arunkumar Chitteth Rajan
Christopher Kuenneth
Sonkakshi Gupta
L. P. Panchumarti
Lauren Holm
Chaoran Zhang
R. Ramprasad
153
104
0
27 Sep 2022
TransPolymer: a Transformer-based language model for polymer property predictions
npj Computational Materials (npj Comput. Mater.), 2022
Changwen Xu
Yuyang Wang
A. Farimani
507
143
0
03 Sep 2022
Graph Rationalization with Environment-based Augmentations
Knowledge Discovery and Data Mining (KDD), 2022
Gang Liu
Tong Zhao
Jiaxi Xu
Te Luo
Meng Jiang
OOD
318
115
0
06 Jun 2022
Representing Polymers as Periodic Graphs with Learned Descriptors for Accurate Polymer Property Predictions
Journal of Chemical Information and Modeling (JCIM), 2022
Evan R. Antoniuk
Peggy Li
B. Kailkhura
A. Hiszpanski
169
46
0
27 May 2022
A graph representation of molecular ensembles for polymer property prediction
Chemical Science (Chem. Sci.), 2022
Matteo Aldeghi
Connor W. Coley
AI4CE
274
71
0
17 May 2022
Bioplastic Design using Multitask Deep Neural Networks
Communications Materials (Commun. Mater.), 2022
Christopher Kuenneth
Jessica Lalonde
B. Marrone
C. Iverson
R. Ramprasad
G. Pilania
AI4CE
101
40
0
22 Mar 2022
Copolymer Informatics with Multi-Task Deep Neural Networks
Christopher Kuenneth
W. Schertzer
R. Ramprasad
112
57
0
25 Mar 2021
GLAMOUR: Graph Learning over Macromolecule Representations
Somesh Mohapatra
Joyce An
Rafael Gómez-Bombarelli
AI4CE
149
2
0
03 Mar 2021
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