3 papers
cs.LG2026
From Prompt to Protocol: Fast Charging Batteries with Large Language Models
Ge Lei, Ferran Brosa Planella, Sterling G. Baird +1
Efficiently optimizing battery charging protocols is challenging because each evaluation is slow, costly, and non-differentiable. Many existing approaches address this difficulty b…
cs.LG2025
evoxels: A differentiable physics framework for voxel-based microstructure simulations
Simon Daubner, Alexander E. Cohen, Benjamin Dörich +1
Materials science inherently spans disciplines: experimentalists use advanced microscopy to uncover micro- and nanoscale structure, while theorists and computational scientists dev…
cs.CL2025
Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs
Ge Lei, Samuel J. Cooper
This study explores how large language models (LLMs) encode interwoven scientific knowledge, using chemical elements and LLaMA-series models as a case study. We identify a 3D spira…