Sharpness-Aware Data Poisoning Attack
Pengfei He, Han Xu, et al.
ICLR 2024
There is a growing urgency to discover better materials that capture CO2 from air and improve battery performance. An important step is to search large databases of materials properties to find examples that resemble known carbon capture agents or electrolytes and then test them for effectiveness. This paper describes novel computational tools for accelerated discovery of solvents, nano-porous materials, and electrolytes. These tools have produced interesting results so far, such as the identification of a relatively isolated location in amine configuration space for the solvents with known carbon capture use, and the demonstration of an end-to-end simulation and process model for carbon capture in MOFs.
Pengfei He, Han Xu, et al.
ICLR 2024
Bo Zhao, Nima Dehmamy, et al.
ICML 2025
Tim Erdmann, Stefan Zecevic, et al.
ACS Spring 2024
Shachar Don-Yehiya, Leshem Choshen, et al.
ACL 2025