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Online prediction of p(z|y) on Solid mechanics problem Case 4

0.2Online Prediction Time (s)Amortized joint posterior and predictive VI
-11.06464.968141217.032May 5, 2026

Evaluation results

MethodLinks
Amortized joint posterior and predictive VIObservation y=[0.1, 0.1]ᵀ, Hardware=MacBook Pro (Apple M2 Max chip, 12 CPU cores, 38 GPU cores), Query type=Online2026.050.2
Conventional variational methodObservation y=[0.1, 0.1]ᵀ, Nc=10⁴, Hardware=MacBook Pro (Apple M2 Max chip, 12 CPU cores, 38 GPU cores), Query type=Online2026.0586
Reference methodObservation y=[0.1, 0.1]ᵀ, MCMC samples=10⁴, Hardware=MacBook Pro (Apple M2 Max chip, 12 CPU cores, 38 GPU cores), Query type=Online2026.05281.8