Rampi Ramprasad

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 21

Top Topics

Feature Selection Algorithms

Natural Language Processing

Top Venues

J. Chem. Inf. Model.

Mach. Learn. Sci. Technol.

Int. J. Found. Comput. Sci.

Publications

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)
Yinghao Li, Rampi Ramprasad, Chao Zhang
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction. CoRR (2024)
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 (2024)
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 (2023)
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 (2023)
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 (2023)
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)
Christopher Künneth, Rampi Ramprasad
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics. CoRR (2022)
Christopher Künneth, Jessica Lalonde, Babetta L. Marrone, Carl N. Iverson, Rampi Ramprasad, Ghanshyam Pilania
Bioplastic Design using Multitask Deep Neural Networks. CoRR (2022)
James Fox, Bo Zhao, Beatriz Gonzalez del Rio, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
Concentric Spherical Neural Network for 3D Representation Learning. IJCNN (2022)
Pranav Shetty, Arunkumar Chitteth Rajan, Christopher Künneth, Sonkakshi 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 (2022)
James Fox, Bo Zhao, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
Concentric Spherical GNN for 3D Representation Learning. CoRR (2021)
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) (2021)
Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad
Polymer informatics with multi-task learning. Patterns 2 (4) (2021)
Christopher Künneth, William Schertzer, Rampi Ramprasad
Copolymer Informatics with Multi-Task Deep Neural Networks. CoRR (2021)
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 (2020)
Lihua Chen, Ghanshyam Pilania, Rohit Batra, Tran Doan Huan, Chiho Kim, Christopher Künneth, Rampi Ramprasad
Polymer Informatics: Current Status and Critical Next Steps. CoRR (2020)
Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad
Polymer Informatics with Multi-Task Learning. CoRR (2020)
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) (2020)
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) (2020)
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) (2019)
Subrata Saha, Sanguthevar Rajasekaran, Rampi Ramprasad
Novel Randomized Feature Selection Algorithms. Int. J. Found. Comput. Sci. 26 (3) (2015)
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) (2013)