ResearchBenchmarksContextual Bandit Simulation on Friedman3Contextual Bandit Simulation on Friedman3Follow422.7Final Cumulative RegretNeuralTS-522.3285,856.61112,235.5518,614.489Feb 8, 2026Evaluation resultsMethodMethodLinksFinal Cumulative RegretNeuralTSAvg. rank=3Avg. rank=32026.02422.7BFTSAvg. rank=1.63Avg. rank=1.632026.02592.3RFTSAvg. rank=3.88Avg. rank=3.882026.02953.4XGBoostTSAvg. rank=3.13Avg. rank=3.132026.021,749LinTSAvg. rank=4.38Avg. rank=4.382026.0210,892.6LinUCBAvg. rank=5Avg. rank=52026.0224,048.4