ResearchBenchmarksFrequency Estimation (Qhist) on Synthetic Unif distributionFrequency Estimation (Qhist) on Synthetic Unif distributionFollow2.53Relative Error (w/o Attacker)LWY2.39763.29134.1855.0787May 1, 2026Evaluation resultsMethodMethodLinksRelative Error (w/o Attacker)Relative Error (w/ Attacker)#Msgs#BitsLWYProtocol=LWYProtocol=LWY2026.052.53100.0566.8854Ours+LWYProtocol=Ours+LWYProtocol=Ours+LWY2026.055.020.57514.8369CZProtocol=CZProtocol=CZ2026.055.845.7532