ResearchBenchmarksClass-Incremental Learning on CIFAR-100 20 tasks (5 classes per task)Class-Incremental Learning on CIFAR-100 20 tasks (5 classes per task)Follow62.66AccuracyHydraCIL2.953618.454333.95549.4557Jun 8, 2026Evaluation resultsMethodMethodLinksAccuracyTraining Time (min)Energy Consumption (kWh)Carbon Emissions (kg CO2-eq)HydraCILk=20k=202026.0662.662.020.0070.001HydraCILk=5k=52026.0662.011.560.0059.5HydraCILk=2k=22026.0660.731.410.0058.4CIFNet2026.0659.2615.130.0630.011DER2026.0657.34102.440.6670.116RMM-FOSTER2026.0651.176.360.4290.075Fine-tune2026.065.2514.170.0680.012