AI RESEARCH

World Model for Battery Degradation Prediction Under Non-Stationary Aging

arXiv CS.LG

ArXi:2603.10527v1 Announce Type: new Degradation prognosis for lithium-ion cells requires forecasting the state-of-health (SOH) trajectory over future cycles. Existing data-driven approaches can produce trajectory outputs through direct regression, but lack a mechanism to propagate degradation dynamics forward in time.