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Predictive Modeling on MIMIC-IV (train)

4.306Mean Negative Log-Likelihood (NLL)ACNet(8,8)/I4
4.269284.517144.7655.01286May 22, 2026

Evaluation results

MethodLinks
ACNet(8,8)/I4|θ|=1302026.054.306—
ACNet(4,4)/I4|θ|=702026.054.308—
ACNet(4,4,4)/I4|θ|=902026.054.308—
Gen-AC-Fourier_3.6k|θ|=3,6222026.054.489—
Gen-AC-Fourier-R_260|θ|=2602026.054.707—
Gen-AC-Fourier_260|θ|=2602026.054.828—
Gen-AC_1.1k|θ|=1,1422026.054.912—
ACOPULANesting=Clayton/Clayton2026.054.951337,580.6
Clayton/Clayton|θ|=82026.054.951—
ACOPULANesting=Frank/Frank2026.055.066345,400.4
Frank/Frank|θ|=82026.055.066—
AMH/Clayton‡|θ|=82026.055.161—
ACOPULANesting=Gumbel/Gumbel2026.055.224356,182.7
Gumbel/Gumbel|θ|=82026.055.224—