Research graph
References from LLMs as Representation Generators for Gradient‐Free Scientific Optimization: A Case Study in Battery Fast Charging. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/j.est.2016.02.005
10.1016/j.est.2016.02.005 · External reference
Impact of Charging Rates on Electric Vehicle Battery Life
2021 · External reference
10.1038/s41467-022-33486-4
10.1038/s41467-022-33486-4 · External reference
10.1038/s41598-025-92738-7
10.1038/s41598-025-92738-7 · External reference
10.3390/batteries11010006
10.3390/batteries11010006 · External reference
Comparison of the Capacity Fade of Sony US 18650 Cells Charged With Different Protocols
10.1016/s0378-7753(03)00027-2 · 2003 · External reference
Comparison of EV Fast Charging Protocols and Impact of Sinusoidal Half‐Wave Fast Charging Methods on Lithium‐Ion Cells
10.3390/wevj15020054 · 2024 · External reference
10.1038/s41586-020-1994-5
10.1038/s41586-020-1994-5 · External reference
10.1021/acssuschemeng.4c01673
10.1021/acssuschemeng.4c01673 · External reference
10.1016/j.jpowsour.2023.233272
10.1016/j.jpowsour.2023.233272 · External reference
A Survey of Large Language Models
10.1007/s11704-026-60308-3 · 2026 · External reference
10.1038/s41586‐023‐06924‐6
10.1038/s41586‐023‐06924‐6 · External reference
10.1145/3638530.3654238
10.1145/3638530.3654238 · External reference
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap
2024 · External reference
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges
10.34133/research.0646 · 2025 · External reference
10.1016/j.xcrp.2024.101844
10.1016/j.xcrp.2024.101844 · External reference
10.1021/acsmaterialslett.4c02674
10.1021/acsmaterialslett.4c02674 · External reference
10.1039/d5ta05224f
10.1039/d5ta05224f · External reference
Unresolved reference
External reference
10.18653/v1/2025.blackboxnlp-1.15
10.18653/v1/2025.blackboxnlp-1.15 · External reference
10.18653/v1/2024.acl-short.8
10.18653/v1/2024.acl-short.8 · External reference
Unresolved reference
External reference
10.1016/j.commatsci.2022.111505
10.1016/j.commatsci.2022.111505 · External reference
Stiff Neural Ordinary Differential Equations
10.1063/5.0060697 · 2021 · External reference
Unresolved reference
External reference
10.1109/tvt.2011.2106527
10.1109/tvt.2011.2106527 · External reference
10.23919/acc60939.2024.10644639
10.23919/acc60939.2024.10644639 · External reference
Python Battery Mathematical modeling (PyBaMM)
10.5334/jors.309 · 2021 · External reference
10.1088/2516‐1083/ac7d31
10.1088/2516‐1083/ac7d31 · External reference
10.1039/d2cp00417h
10.1039/d2cp00417h · External reference
10.1145/3292500.3330701
10.1145/3292500.3330701 · External reference
Electrochemical Thermal‐Mechanical modeling of Stress Inhomogeneity in Lithium‐Ion Pouch Cells
10.1149/2.0122001jes · 2020 · External reference
10.1149/2.049210jes
10.1149/2.049210jes · External reference
10.1149/2.0281914jes
10.1149/2.0281914jes · External reference
10.1016/j.jpowsour.2017.05.110
10.1016/j.jpowsour.2017.05.110 · External reference