3 papers
cond-mat.mtrl-sci2026
Field-Driven Hybrid Filament Formation Governs Switching in Ta-HfO-Pt Memristors
Ashutosh Krishna Amaram, Aditya Koneru, Subramanian KRS Sankaranarayanan
Memristive devices have gained significant attention for their potential in next-generation non-volatile memory and neuromorphic computing architectures. Among emerging candidates,…
cond-mat.mtrl-sci2025
Physically Interpretable Interatomic Potentials via Symbolic Regression and Reinforcement Learning
Bilvin Varughese, Troy D. Loeffler, Suvo Banik +9
The development of next-generation molecular simulation models requires moving beyond pre-defined functional forms toward machine learning (ML) techniques that directly capture mul…
cond-mat.mtrl-sci2023
Evolutionary Search and Theoretical Study of Silicene Grain Boundaries' Mechanical Properties
Jianan Zhang, Aditya Koneru, Subramanian K. R. S. Sankaranarayanan +1
Defects such as grain boundaries (GBs) are almost inevitable during the synthesis process of 2D materials. To take advantage of the fascinating properties of 2D materials, understa…