results.json

{
  "Easy (MNIST)": {
    "epochs": [1,2,3,4,5,6,7,8,9,10],
    "LIAM_RFT": [92.85, 97.09, 97.00, 98.74, 98.38, 99.10, 99.10, 99.60, 99.35, 99.10],
    "Adam": [92.44, 95.45, 95.83, 96.41, 96.41, 96.65, 96.82, 97.08, 97.19, 97.24],
    "Lion": [93.00, 94.80, 95.00, 96.00, 96.00, 96.30, 96.50, 97.00, 97.10, 97.00],
    "SGR": [92.10, 93.10, 93.80, 94.50, 94.50, 95.00, 95.10, 96.00, 96.20, 96.40]
  },
  "Medium (CIFAR-10)": {
    "epochs": [1,2,3,4,5],
    "LIAM_RFT": [71.3, 76.2, 80.1, 83.0, 84.2],
    "Adam": [68.4, 72.5, 76.0, 80.1, 82.6],
    "Lion": [66.9, 71.0, 74.5, 78.2, 80.3],
    "SGR": [65.0, 69.2, 72.8, 76.4, 78.9]
  },
  "Hard (CIFAR-100)": {
    "epochs": [1,2,3,4,5],
    "LIAM_RFT": [58.2, 64.7, 70.1, 73.9, 76.5],
    "Adam": [55.0, 60.2, 65.1, 69.0, 71.8],
    "Lion": [53.5, 58.0, 62.3, 66.7, 69.5],
    "SGR": [52.0, 56.1, 60.0, 64.2, 67.0]
  }
}