ResearchBenchmarksRanking on Istella-s aperiodic scenario, offline (test)Follow16.35Total Time Cost (s)TopK-330.33922,009.81294,349.9656,690.1171Feb 3, 2026Evaluation ResultsMethodMethodLinksTotal Time Cost (s)TopK2026.0216.35RandomK2026.0216.47MCFair2026.0219.85FairK2026.0220.16FairCo2026.0220.37DIDRF-W/O-hAblation=Without secon...Ablation=Without second-order term h(d, n)2026.0221.95DIDRFAblation=Full modelAblation=Full model2026.0222.04MMF2026.0273.13FARA2026.02147.54PLFair2026.028,683.58