

生成一张TASLP论文Introduction用“Motivation figure”,强调动机链而非方法细节。风格:极简矢量扁平、白底、少文字、可黑白打印。布局:2×2四宫格,每格左上角标(a)(b)(c)(d)。(a) Threat/Need:画电话/客服/金融图标+“Deepfake attack”红色警告;文字:Audio deepfakes threaten real applications → need ADD.(b) Data Reality (Centralized infeasible):画多个机构的“raw audio waveform”指向中央服务器的箭头被红叉阻断;旁边加锁/盾牌;再加一句:Real speech is private & regulated; centralized collection also risks misuse for voice cloning.(c) Naive FL is not enough:画设备→云端FedAvg,仅上传model updates;旁边用散点不均表示Non-IID,再加掉线符号表示unstable participation;文字:Non-IID + dropouts → performance drop / instability (EER↑).(d) Goal (This paper):画“Privacy-constrained training”框:raw audio留在设备(data stays local),云端输出Robust Deepfake Detector;绿色对勾:High accuracy & stable under privacy constraint. 底部统一一句:Goal: Train a robust deepfake detector without sharing raw audio.
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