This is a single-arm, phase II clinical trial evaluating the efficacy and safety of neoadjuvant Ivonescimab combined with paclitaxel and cisplatin (TP regimen), followed by concurrent chemoradiotherapy, in patients with high-risk, locally advanced cervical cancer (FIGO stage III-IVA). Eligible participants will receive two cycles of neoadjuvant Ivonescimab plus TP chemotherapy, followed by standard concurrent chemoradiotherapy. The primary endpoints include progression-free survival (PFS) and objective response rate (ORR) following neoadjuvant treatment. Secondary endpoints include overall survival (OS), disease control rate (DCR), safety, and quality of life (EORTC QLQ-C30). Exploratory analysis will focus on identifying predictive biomarkers for Ivonescimab efficacy.