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Huawei Noah鈥檚 Ark Lab lcon7@connect.hku.hk {lixiaoguang11, Shang.Lifeng, Jiang.Xin, qun.liu}@huawei.com {elam, nwong}@eee.hku.hk
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A new shuffle-DP protocol achieves 10x better utility and 3x better robustness against data poisoning for distribution estimation, all while using a single message per user.
