Rampi Ramprasad

33 papers A* 2B 1Journal 27Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
Retrieval Augmented Generation of Literature-derived Polymer Knowledge: The Example of a Biodegradable Polymer Expert System.
CoRR
Sonakshi Gupta, Akhlak Mahmood, Wei Xiong, Rampi Ramprasad
2025 J jnl
Benchmarking Large Language Models for Polymer Property Predictions.
CoRR
Sonakshi Gupta, Akhlak Mahmood, Shivank Shukla, Rampi Ramprasad
2025 A* conf
LLM-Augmented Chemical Synthesis and Design Decision Programs.
ICML
Haorui Wang, Jeff Guo, Lingkai Kong, Rampi Ramprasad, Philippe Schwaller, Yuanqi Du, Chao Zhang
2025 J jnl
LLM-Augmented Chemical Synthesis and Design Decision Programs.
CoRR
Haorui Wang, Jeff Guo, Lingkai Kong, Rampi Ramprasad, Philippe Schwaller, Yuanqi Du, Chao Zhang
2025 J jnl
MSQA: Benchmarking LLMs on Graduate-Level Materials Science Reasoning and Knowledge.
CoRR
Jerry Junyang Cheung, Shiyao Shen, Yuchen Zhuang, Yinghao Li, Rampi Ramprasad, Chao Zhang
2025 — conf
polyBART: A Chemical Linguist for Polymer Property Prediction and Generative Design.
EMNLP (Findings)
Anagha Savit, Harikrishna Sahu, Shivank Shukla, Wei Xiong, Rampi Ramprasad
2025 J jnl
polyGen: A Learning Framework for Atomic-level Polymer Structure Generation.
CoRR
Ayush Jain, Rampi Ramprasad
2024 J jnl
A Physics-Enforced Neural Network to Predict Polymer Melt Viscosity.
CoRR
Ayush Jain, Rishi Gurnani, Arunkumar Rajan, H. Jerry Qi, Rampi Ramprasad
2024 — conf
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction.
EMNLP (Findings)
Yinghao Li, Rampi Ramprasad, Chao Zhang
2024 J jnl
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction.
CoRR
Yinghao Li, Rampi Ramprasad, Chao Zhang
2024 J jnl
Accelerating materials discovery for polymer solar cells: Data-driven insights enabled by natural language processing.
CoRR
Pranav Shetty, Aishat Adeboye, Sonakshi Gupta, Chao Zhang, Rampi Ramprasad
2024 J jnl
Design of Recyclable Plastics with Machine Learning and Genetic Algorithm.
J. Chem. Inf. Model.
Chureh Atasi, Joseph Kern, Rampi Ramprasad
2024 — conf
POLYIE: A Dataset of Information Extraction from Polymer Material Scientific Literature.
NAACL-HLT
Jerry Junyang Cheung, Yuchen Zhuang, Yinghao Li, Pranav Shetty, Wantian Zhao, Sanjeev Grampurohit, Rampi Ramprasad, Chao Zhang
2023 A* conf
May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations.
NeurIPS
Rui Feng, Qi Zhu, Huan Tran, Binghong Chen, Aubrey Toland, Rampi Ramprasad, Chao Zhang
2023 J jnl
May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations.
CoRR
Rui Feng, Qi Zhu, Huan Tran, Binghong Chen, Aubrey Toland, Rampi Ramprasad, Chao Zhang
2023 J jnl
PolyGET: Accelerating Polymer Simulations by Accurate and Generalizable Forcefield with Equivariant Transformer.
CoRR
Rui Feng, Huan Tran, Aubrey Toland, Binghong Chen, Qi Zhu, Rampi Ramprasad, Chao Zhang
2023 J jnl
PolyIE: A Dataset of Information Extraction from Polymer Material Scientific Literature.
CoRR
Jerry Junyang Cheung, Yuchen Zhuang, Yinghao Li, Pranav Shetty, Wantian Zhao, Sanjeev Grampurohit, Rampi Ramprasad, Chao Zhang
2022 J jnl
A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing.
CoRR
Pranav Shetty, Arunkumar Chitteth Rajan, Christopher Künneth, Sonakshi Gupta, Lakshmi Prerana Panchumarti, Lauren Holm, Chao Zhang, Rampi Ramprasad
2022 J jnl
Bioplastic Design using Multitask Deep Neural Networks.
CoRR
Christopher Künneth, Jessica Lalonde, Babetta L. Marrone, Carl N. Iverson, Rampi Ramprasad, Ghanshyam Pilania
2022 B conf
Concentric Spherical Neural Network for 3D Representation Learning.
IJCNN
James Fox, Bo Zhao, Beatriz Gonzalez del Rio, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
2022 J jnl
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics.
CoRR
Christopher Künneth, Rampi Ramprasad
2021 J jnl
Concentric Spherical GNN for 3D Representation Learning.
CoRR
James Fox, Bo Zhao, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
2021 J jnl
Copolymer Informatics with Multi-Task Deep Neural Networks.
CoRR
Christopher Künneth, William Schertzer, Rampi Ramprasad
2021 J jnl
Machine-Guided Polymer Knowledge Extraction Using Natural Language Processing: The Example of Named Entity Normalization.
J. Chem. Inf. Model.
Pranav Shetty, Rampi Ramprasad
2021 J jnl
Polymer informatics with multi-task learning.
Patterns
Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad
2020 J jnl
A charge density prediction model for hydrocarbons using deep neural networks.
Mach. Learn. Sci. Technol.
Deepak Kamal, Anand Chandrasekaran, Rohit Batra, Rampi Ramprasad
2020 J jnl
Polymer Informatics with Multi-Task Learning.
CoRR
Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran, Lihua Chen, Chiho Kim, Rampi Ramprasad
2020 J jnl
Polymer Informatics: Current Status and Critical Next Steps.
CoRR
Lihua Chen, Ghanshyam Pilania, Rohit Batra, Tran Doan Huan, Chiho Kim, Christopher Künneth, Rampi Ramprasad
2020 J jnl
Polymers for Extreme Conditions Designed Using Syntax-Directed Variational Autoencoders.
CoRR
Rohit Batra, Hanjun Dai, Tran Doan Huan, Lihua Chen, Chiho Kim, Will R. Gutekunst, Le Song, Rampi Ramprasad
2020 J jnl
Prediction of water stability of metal-organic frameworks using machine learning.
Nat. Mach. Intell.
Rohit Batra, Carmen Chen, Tania G. Evans, Krista S. Walton, Rampi Ramprasad
2019 J jnl
Critical Assessment of the Hildebrand and Hansen Solubility Parameters for Polymers.
J. Chem. Inf. Model.
Shruti Venkatram, Chiho Kim, Anand Chandrasekaran, Rampi Ramprasad
2015 J jnl
Novel Randomized Feature Selection Algorithms.
Int. J. Found. Comput. Sci.
Subrata Saha, Sanguthevar Rajasekaran, Rampi Ramprasad
2013 J jnl
New Group IV Chemical Motifs for Improved Dielectric Permittivity of Polyethylene.
J. Chem. Inf. Model.
G. Pilania, C. C. Wang, K. Wu, Nagamani Sukumar, Curt M. Breneman, Gregory Sotzing, Rampi Ramprasad