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ORCIDRampi Ramprasad
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2020 – today
- 2024
[c3]Jerry Junyang Cheung, Yuchen Zhuang, Yinghao Li, Pranav Shetty, Wantian Zhao, Sanjeev Grampurohit, Rampi Ramprasad, Chao Zhang:
POLYIE: A Dataset of Information Extraction from Polymer Material Scientific Literature. NAACL-HLT 2024: 2370-2385- [i14]Yinghao Li, Rampi Ramprasad, Chao Zhang:
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction. CoRR abs/2402.13364 (2024) - [i13]Pranav Shetty, Aishat Adeboye, Sonakshi Gupta, Chao Zhang, Rampi Ramprasad:
Accelerating materials discovery for polymer solar cells: Data-driven insights enabled by natural language processing. CoRR abs/2402.19462 (2024) - [i12]Ayush Jain, Rishi Gurnani, Arunkumar Rajan, H. Jerry Qi, Rampi Ramprasad:
A Physics-Enforced Neural Network to Predict Polymer Melt Viscosity. CoRR abs/2409.05240 (2024) - 2023
- [c2]Rui Feng, Qi Zhu, Huan Tran, Binghong Chen, Aubrey Toland, Rampi Ramprasad, Chao Zhang:
May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations. NeurIPS 2023 - [i11]Rui Feng, Qi Zhu, Huan Tran, Binghong Chen, Aubrey Toland, Rampi Ramprasad, Chao Zhang:
May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations. CoRR abs/2308.14759 (2023) - [i10]Rui Feng, Huan Tran, Aubrey Toland, Binghong Chen, Qi Zhu, Rampi Ramprasad, Chao Zhang:
PolyGET: Accelerating Polymer Simulations by Accurate and Generalizable Forcefield with Equivariant Transformer. CoRR abs/2309.00585 (2023) - [i9]Jerry Junyang Cheung, Yuchen Zhuang, Yinghao Li, Pranav Shetty, Wantian Zhao, Sanjeev Grampurohit, Rampi Ramprasad, Chao Zhang:
PolyIE: A Dataset of Information Extraction from Polymer Material Scientific Literature. CoRR abs/2311.07715 (2023) - 2022
- [c1]James Fox, Bo Zhao
, Beatriz Gonzalez del Rio, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song:
Concentric Spherical Neural Network for 3D Representation Learning. IJCNN 2022: 1-8 - [i8]Christopher Künneth, Jessica Lalonde, Babetta L. Marrone, Carl N. Iverson, Rampi Ramprasad, Ghanshyam Pilania:
Bioplastic Design using Multitask Deep Neural Networks. CoRR abs/2203.12033 (2022) - [i7]Pranav Shetty, Arunkumar Chitteth Rajan, Christopher Künneth, Sonakshi Gupta, Lakshmi Prerana Panchumarti, Lauren Holm, Chao Zhang, Rampi Ramprasad:
A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing. CoRR abs/2209.13136 (2022) - [i6]Christopher Künneth, Rampi Ramprasad:
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics. CoRR abs/2209.14803 (2022) - 2021
- [j7]Pranav Shetty, Rampi Ramprasad:
Machine-Guided Polymer Knowledge Extraction Using Natural Language Processing: The Example of Named Entity Normalization. J. Chem. Inf. Model. 61(11): 5377-5385 (2021) - [j6]Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad:
Polymer informatics with multi-task learning. Patterns 2(4): 100238 (2021) - [i5]James Fox, Bo Zhao, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song:
Concentric Spherical GNN for 3D Representation Learning. CoRR abs/2103.10484 (2021) - [i4]Christopher Künneth, William Schertzer, Rampi Ramprasad:
Copolymer Informatics with Multi-Task Deep Neural Networks. CoRR abs/2103.14174 (2021) - 2020
- [j5]Deepak Kamal, Anand Chandrasekaran, Rohit Batra, Rampi Ramprasad:
A charge density prediction model for hydrocarbons using deep neural networks. Mach. Learn. Sci. Technol. 1(2): 25003 (2020) - [j4]Rohit Batra, Carmen Chen, Tania G. Evans, Krista S. Walton, Rampi Ramprasad:
Prediction of water stability of metal-organic frameworks using machine learning. Nat. Mach. Intell. 2(11): 704-710 (2020) - [i3]Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad:
Polymer Informatics with Multi-Task Learning. CoRR abs/2010.15166 (2020) - [i2]Lihua Chen, Ghanshyam Pilania, Rohit Batra, Tran Doan Huan, Chiho Kim, Christopher Künneth, Rampi Ramprasad:
Polymer Informatics: Current Status and Critical Next Steps. CoRR abs/2011.00508 (2020) - [i1]Rohit Batra, Hanjun Dai, Tran Doan Huan, Lihua Chen, Chiho Kim, Will R. Gutekunst, Le Song, Rampi Ramprasad:
Polymers for Extreme Conditions Designed Using Syntax-Directed Variational Autoencoders. CoRR abs/2011.02551 (2020)
2010 – 2019
- 2019
- [j3]Shruti Venkatram, Chiho Kim, Anand Chandrasekaran, Rampi Ramprasad:
Critical Assessment of the Hildebrand and Hansen Solubility Parameters for Polymers. J. Chem. Inf. Model. 59(10): 4188-4194 (2019) - 2015
- [j2]Subrata Saha, Sanguthevar Rajasekaran, Rampi Ramprasad:
Novel Randomized Feature Selection Algorithms. Int. J. Found. Comput. Sci. 26(3): 321-342 (2015) - 2013
- [j1]G. Pilania, C. C. Wang, K. Wu, Nagamani Sukumar, Curt M. Breneman, G. Sotzing, Rampi Ramprasad:
New Group IV Chemical Motifs for Improved Dielectric Permittivity of Polyethylene. J. Chem. Inf. Model. 53(4): 879-886 (2013)
Coauthor Index
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