Pretrained battery transformer (PBT): A foundation model for universal battery life prediction

ArXi:2512.16334v5 Announce Type: replace-cross Early prediction of battery cycle life is essential for improving battery design, manufacturing, and deployment. However, despite encouraging results with machine learning, progress remains constrained by scarce data and data heterogeneity across battery chemistries, specifications, formation protocols, and operating conditions.