Improving Learning of New Diseases through Knowledge-Enhanced Initialization for Federated Adapter Tuning. - Danni Peng; Yuan Wang; Kangning Cai; Peiyan Ning; Jiming Xu; Yong Liu; Rick Siow Mong Goh; Qingsong Wei; Huazhu Fu (CoRR, 2025)