The purpose of this Phase II, open-label, multicenter, randomized controlled study is to evaluate the efficacy and safety of Enfortumab Vedotin in combination with Toripalimab compared to Gemcitabine plus Cisplatin. This regimen is evaluated as a neoadjuvant treatment for patients with locally advanced or high-risk muscle-invasive bladder cancer. Participants will be randomly assigned in a 1:1 ratio to one of two cohorts. Cohort A will receive Enfortumab Vedotin and Toripalimab for 3 treatment cycles. Cohort B will receive Gemcitabine and Cisplatin for 3 treatment cycles. Following the neoadjuvant treatment phase, patients will undergo radical cystectomy and pelvic lymph node dissection. The primary endpoint of the study is the 1-year Event-Free Survival (EFS) rate. Secondary endpoints include pathological downstaging rate (pDR), pathological complete response (pCR), Disease-Free Survival (DFS), Overall Survival (OS), and the assessment of adverse events. Additionally, the study will evaluate the relationship between treatment efficacy and the expression of PD-L1 and Nectin-4 in tumor tissues.