ResearchBenchmarksDesign Optimization on HeatConduction2D (target)Design Optimization on HeatConduction2D (target)Follow0.509COMP (10^-3)Oracle0.500880.555690.61050.66531Feb 17, 2026Evaluation resultsMethodMethodLinksCOMP (10^-3)MAEMMDOracleDescription=Target opt...Description=Target optimal selection2026.020.5090.3290.095SATTSDescription=Proposed s...Description=Proposed stable adaptation at test-time2026.020.5370.3340.095SourceDescription=Unregulari...Description=Unregularized pre-trained model2026.020.5770.3360.095SSADescription=Existing a...Description=Existing alignment strategy2026.020.7120.3490.095