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ResearchFormerly WizWand

Peak memory minimization

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Synthetic layered graph 2000 nodes (test)

Neural Topo Order

-1.68Gap from Approx. DP (%)

8

Feb 26, 2026

Synthetic layered graph 1000 nodes (test)

Approximated DP

0Gap vs DP

8

Feb 26, 2026

Synthetic layered graph 500 nodes (test)

Approximated DP

0Gap from Approx. DP (%)

8

Feb 26, 2026

Real Graph 700-1000-node graphs (test)

Neural Topo Order (Beam search)

-73.45Gap from DP (%)

8

Feb 26, 2026

Real Graph 500-700-node graphs (test)

Neural Topo Order (Beam search)

-57.34Gap from Approx DP (%)

8

Feb 26, 2026

Real Graph 200-500-node graphs (test)

Neural Topo Order (Sample)

-21.53Memory Gap (%)

8

Feb 26, 2026