Keywords battery transfer learning data sufficiency resource constraint machine learning SOH estimation Introduction Lithium-ion batteries (LIBs) have been widely adopted in extended industries, including electric vehicles, renewable energy storage, and portable electronics.1,2,3,4,5 A common challenge across these applications is to estimate the remaining capacity of batteries under given and stochastic operation conditions, which ensures efficient and safety-informed use.6,7 Data-driven...