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ResearchFormerly WizWand

Stress-strain curve prediction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Additively manufactured polymer and metal datasets (Nylon, CF-ABS, AlSi10Mg, Ti6Al4V) (average across materials)

Segmental predictive model with activation-based PIML architecture

10.46MAPE

6

Mar 17, 2026

Segmental predictive model with activation-based PIML

10.58MAPE (Whole curve)

4

Mar 17, 2026

Segmental predictive model with activation-based PIML

16.51MAPE (Whole curve)

4

Mar 17, 2026

Segmental predictive model with activation-based PIML architecture

8.25MAPE Whole Curve

4

Mar 17, 2026

Segmental predictive model with activation-based PIML architecture

5.52Mean Absolute Percentage Error (Whole curve)

4

Mar 17, 2026