ResearchBenchmarksRanking on MQ2008 (aperiodic scenario, offline, test)Ranking on MQ2008 (aperiodic scenario, offline, test)Follow4.85Total Time Cost (s)RandomK-33.6028225.9536485.51745.0664Feb 3, 2026Evaluation resultsMethodMethodLinksTotal Time Cost (s)RandomK2026.024.85TopK2026.024.89FairK2026.025.86FairCo2026.026.39MCFair2026.026.41DIDRF-W/O-hAblation=Without secon...Ablation=Without second-order term h(d, n)2026.026.58DIDRFAblation=Full modelAblation=Full model2026.026.59FARA2026.027.09MMF2026.0215.2PLFair2026.02966.17