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Papers Benchmarks Datasets Tasks

Private black-box optimization research benchmarks · SOTA2 Research

Private black-box optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: η_k ~ Lap(100/k), γ_k ~ U(-k/10^4, k/10^4)) 1.0

33Number of Function Evaluations

6

Feb 26, 2026

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: η_k ~ Lap(100/k), γ_k ~ U(-1/k, 1/k)) 1.0

143NF

6

Feb 26, 2026

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: γ_k ~ U(-1/k, 1/k)) Numerical Experiment 1.0

187NF

6

Feb 26, 2026

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: η_k ~ Lap(10/k)) 1.0

209NF

6

Feb 26, 2026

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: η_k ~ Lap(100/k)) 1.0

198Number of Function Evaluations

6

Feb 26, 2026

f(x)=Σx_i^4, h(x)=Σx_i^2 (Noise: η_k ~ Lap(1/k)) 1.0

213NF

6

Feb 26, 2026

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f(x)=Σx_i^4, h(x)=Σx_i^2

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