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Benchmarks
Frequency estimation on Shuffle-DP Theoretical Analysis
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1
Messages per User
GKMPS
0.96
1.23
1.5
1.77
May 1, 2026
Messages per User
Bits per Message
Error (No Attacker)
Error (With Attacker)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Messages per User
Bits per Message
Error (No Attacker)
Error (With Attacker)
GKMPS
Detection=False, Recov...
2026.05
1
-
-
-
LWY
Detection=False, Recov...
2026.05
1
-
-
-
CZ
Detection=True, Recove...
2026.05
2
-
-
-
GGKPV
Detection=False, Recov...
2026.05
-
2
-
-
Ours + LWY
Detection=True, Recove...
2026.05
-
-
-
3
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