most citedOpen Polymer Challenge: Post-Competition Report

4 citations · 6 across the 5 of their papers we have counts for

collaborators

5 papers

physics.optics2026

Ultrasensitive Nanoplastics Detection Leveraging Shrinking Surface Plasmonic Bubble

Yang Liu, Renzheng Zhang, Amartya Mandal +3

Nanoplastics pose serious environmental and health risks due to their widespread presence in aquatic systems. Detecting trace amounts of nanoplastics is a challenging task, which c…

physics.chem-ph2026

ADEPT-PolyGraphMT: Automated Molecular Simulation and Multi-Task Multi-Fidelity Machine Learning for Polymer Property Generation and Prediction

Sobin Alosious, Yuhan Liu, Jiaxin Xu +4

The discovery of polymers with targeted properties is challenged by the vast chemical design space and the limited availability of consistent, high-quality data across multiple pro…

cond-mat.mtrl-sci20261 cited

Active learning-enabled multi-objective design of thermally conductive and mechanically compliant polymers

Yuhan Liu, Jiaxin Xu, Renzheng Zhang +2

Polymers are attractive in applications like flexible electronics and thermal interface materials due to their mechanical compliance and processability. However, conventional polym…

cs.LG20254 cited

Open Polymer Challenge: Post-Competition Report

Gang Liu, Sobin Alosious, Subhamoy Mahajan +9

Machine learning (ML) offers a powerful path toward discovering sustainable polymer materials, but progress has been limited by the lack of large, high-quality, and openly accessib…

cond-mat.soft20251 cited

Self-Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers

Guoyue Xu, Renzheng Zhang, Tengfei Luo

To overcome the inherent inefficiencies of traditional trial-and-error materials discovery, the scientific community is increasingly developing autonomous laboratories that integra…