{
  "optimal_per_depth": {
    "4": {
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "val_acc": 0.1988,
      "lyapunov": 0.9432953708921857,
      "epochs_to_90": -1
    },
    "6": {
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "val_acc": 0.1,
      "lyapunov": 1.1385156285122533,
      "epochs_to_90": -1
    },
    "8": {
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "val_acc": 0.1001,
      "lyapunov": 1.2825916834804407,
      "epochs_to_90": -1
    },
    "10": {
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "val_acc": 0.1,
      "lyapunov": 1.3936041294766204,
      "epochs_to_90": -1
    }
  },
  "all_results": [
    {
      "depth": 4,
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "final_train_acc": 0.17938,
      "final_val_acc": 0.1953,
      "final_lyapunov": 0.9437398303805105,
      "final_grad_norm": 0.5733915362923737,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.01,
      "lambda_target": -0.05,
      "final_train_acc": 0.1808,
      "final_val_acc": 0.1896,
      "final_lyapunov": 0.941756814184701,
      "final_grad_norm": 0.4886330016660691,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "final_train_acc": 0.186,
      "final_val_acc": 0.1988,
      "final_lyapunov": 0.9432953708921857,
      "final_grad_norm": 0.6184321650421675,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.01,
      "lambda_target": -0.2,
      "final_train_acc": 0.18272,
      "final_val_acc": 0.1921,
      "final_lyapunov": 0.946702331380771,
      "final_grad_norm": 0.6163956989755326,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.05,
      "lambda_target": 0.0,
      "final_train_acc": 0.16566,
      "final_val_acc": 0.1805,
      "final_lyapunov": 0.9517296686806642,
      "final_grad_norm": 0.5857529188999518,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.05,
      "lambda_target": -0.05,
      "final_train_acc": 0.17794,
      "final_val_acc": 0.1904,
      "final_lyapunov": 0.948808985293064,
      "final_grad_norm": 0.8242237658942144,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.05,
      "lambda_target": -0.1,
      "final_train_acc": 0.17408,
      "final_val_acc": 0.1862,
      "final_lyapunov": 0.9462877124776621,
      "final_grad_norm": 0.9866581503705883,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.05,
      "lambda_target": -0.2,
      "final_train_acc": 0.09782,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9379962789433082,
      "final_grad_norm": 0.08252957736853016,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.1,
      "lambda_target": 0.0,
      "final_train_acc": 0.16898,
      "final_val_acc": 0.1826,
      "final_lyapunov": 0.9547330970349519,
      "final_grad_norm": 0.6566210459274582,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.1,
      "lambda_target": -0.05,
      "final_train_acc": 0.09818,
      "final_val_acc": 0.1001,
      "final_lyapunov": 0.9364221222565302,
      "final_grad_norm": 0.08249123851656585,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.1,
      "lambda_target": -0.1,
      "final_train_acc": 0.16122,
      "final_val_acc": 0.184,
      "final_lyapunov": 0.9531408563599257,
      "final_grad_norm": 1.3077979331200735,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.1,
      "lambda_target": -0.2,
      "final_train_acc": 0.16576,
      "final_val_acc": 0.1771,
      "final_lyapunov": 0.9479860334140261,
      "final_grad_norm": 1.006747799591025,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.2,
      "lambda_target": 0.0,
      "final_train_acc": 0.15346,
      "final_val_acc": 0.1789,
      "final_lyapunov": 0.9490250833808919,
      "final_grad_norm": 0.5347205469421413,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.2,
      "lambda_target": -0.05,
      "final_train_acc": 0.10152,
      "final_val_acc": 0.1614,
      "final_lyapunov": 0.9405348759782893,
      "final_grad_norm": 1.8371456687852115,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.2,
      "lambda_target": -0.1,
      "final_train_acc": 0.09858,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9397584945344559,
      "final_grad_norm": 0.0899413574774814,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.2,
      "lambda_target": -0.2,
      "final_train_acc": 0.09812,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9385917991628427,
      "final_grad_norm": 0.08375695480428061,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.3,
      "lambda_target": 0.0,
      "final_train_acc": 0.09788,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9406521692300391,
      "final_grad_norm": 0.08339080862058595,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.3,
      "lambda_target": -0.05,
      "final_train_acc": 0.0976,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9406559307252049,
      "final_grad_norm": 0.08241204122770836,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.3,
      "lambda_target": -0.1,
      "final_train_acc": 0.09784,
      "final_val_acc": 0.1001,
      "final_lyapunov": 0.9388094913319248,
      "final_grad_norm": 0.0824405699507713,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 4,
      "lambda_reg": 0.3,
      "lambda_target": -0.2,
      "final_train_acc": 0.09782,
      "final_val_acc": 0.1,
      "final_lyapunov": 0.9403619379033823,
      "final_grad_norm": 0.08280762916104432,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1385156285122533,
      "final_grad_norm": 0.08287535503680316,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.01,
      "lambda_target": -0.05,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.138988980856698,
      "final_grad_norm": 0.08293673519739811,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1391457858902718,
      "final_grad_norm": 0.08288053033711852,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.01,
      "lambda_target": -0.2,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.138157954911137,
      "final_grad_norm": 0.08287555741773707,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.05,
      "lambda_target": 0.0,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.139664650268262,
      "final_grad_norm": 0.08294427145037926,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.05,
      "lambda_target": -0.05,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1396977364864496,
      "final_grad_norm": 0.0828774686357299,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.05,
      "lambda_target": -0.1,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1413045710005114,
      "final_grad_norm": 0.08286388617728013,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.05,
      "lambda_target": -0.2,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1390106086535832,
      "final_grad_norm": 0.08287740141317775,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.1,
      "lambda_target": 0.0,
      "final_train_acc": 0.097,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.141337064221082,
      "final_grad_norm": 0.08399748563857064,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.1,
      "lambda_target": -0.05,
      "final_train_acc": 0.09674,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1404877102283566,
      "final_grad_norm": 0.08293794170822359,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.1,
      "lambda_target": -0.1,
      "final_train_acc": 0.0969,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.140710405376561,
      "final_grad_norm": 0.08314413205401962,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.1,
      "lambda_target": -0.2,
      "final_train_acc": 0.09636,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1404222932922872,
      "final_grad_norm": 0.08296281348743317,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.2,
      "lambda_target": 0.0,
      "final_train_acc": 0.09782,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1415441371595767,
      "final_grad_norm": 0.0828345253420129,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.2,
      "lambda_target": -0.05,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1419490356274578,
      "final_grad_norm": 0.08281989622138378,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.2,
      "lambda_target": -0.1,
      "final_train_acc": 0.09672,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1404405426796136,
      "final_grad_norm": 0.08283674106810397,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.2,
      "lambda_target": -0.2,
      "final_train_acc": 0.09614,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1409168340970792,
      "final_grad_norm": 0.08286801169721057,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.3,
      "lambda_target": 0.0,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1420772383585,
      "final_grad_norm": 0.08282499803728872,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.3,
      "lambda_target": -0.05,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1412645739972438,
      "final_grad_norm": 0.08392543470742864,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.3,
      "lambda_target": -0.1,
      "final_train_acc": 0.09628,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1425321044214547,
      "final_grad_norm": 0.08283797434789233,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 6,
      "lambda_reg": 0.3,
      "lambda_target": -0.2,
      "final_train_acc": 0.09642,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.1405771723793596,
      "final_grad_norm": 0.08283968811672689,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "final_train_acc": 0.09606,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.282112029507337,
      "final_grad_norm": 0.08238888704245423,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.01,
      "lambda_target": -0.05,
      "final_train_acc": 0.09618,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.28174534874499,
      "final_grad_norm": 0.08231914116363483,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "final_train_acc": 0.09606,
      "final_val_acc": 0.1001,
      "final_lyapunov": 1.2825916834804407,
      "final_grad_norm": 0.08258902578018723,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.01,
      "lambda_target": -0.2,
      "final_train_acc": 0.09618,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2820049259058959,
      "final_grad_norm": 0.08232743477986716,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.05,
      "lambda_target": 0.0,
      "final_train_acc": 0.09606,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2829882177855352,
      "final_grad_norm": 0.08233253899320181,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.05,
      "lambda_target": -0.05,
      "final_train_acc": 0.09606,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.283354894279519,
      "final_grad_norm": 0.08233173174046388,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.05,
      "lambda_target": -0.1,
      "final_train_acc": 0.09622,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.283211630933425,
      "final_grad_norm": 0.0824676591114568,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.05,
      "lambda_target": -0.2,
      "final_train_acc": 0.09672,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2829850515746095,
      "final_grad_norm": 0.08519084401251485,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.1,
      "lambda_target": 0.0,
      "final_train_acc": 0.0963,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2835611769610353,
      "final_grad_norm": 0.082416774166316,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.1,
      "lambda_target": -0.05,
      "final_train_acc": 0.09614,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2845280630814144,
      "final_grad_norm": 0.08767280341035139,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.1,
      "lambda_target": -0.1,
      "final_train_acc": 0.09742,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2838158720289654,
      "final_grad_norm": 0.08568109147029492,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.1,
      "lambda_target": -0.2,
      "final_train_acc": 0.096,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2840089212598094,
      "final_grad_norm": 0.08227305794056056,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.2,
      "lambda_target": 0.0,
      "final_train_acc": 0.09638,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2844933588486498,
      "final_grad_norm": 0.08512696672137617,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.2,
      "lambda_target": -0.05,
      "final_train_acc": 0.09618,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2843177443575067,
      "final_grad_norm": 0.08231501883595474,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.2,
      "lambda_target": -0.1,
      "final_train_acc": 0.09604,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2844979894130737,
      "final_grad_norm": 0.08260603178077829,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.2,
      "lambda_target": -0.2,
      "final_train_acc": 0.09618,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2838659871874563,
      "final_grad_norm": 0.08228155133296543,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.3,
      "lambda_target": 0.0,
      "final_train_acc": 0.0957,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2848752886438004,
      "final_grad_norm": 0.08245992869877969,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.3,
      "lambda_target": -0.05,
      "final_train_acc": 0.09692,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2840831913911472,
      "final_grad_norm": 0.0823793461016338,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.3,
      "lambda_target": -0.1,
      "final_train_acc": 0.09626,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2847454633249347,
      "final_grad_norm": 0.08265625463299375,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 8,
      "lambda_reg": 0.3,
      "lambda_target": -0.2,
      "final_train_acc": 0.09618,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.2837977290458387,
      "final_grad_norm": 0.08227328030081477,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.01,
      "lambda_target": 0.0,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3936041294766204,
      "final_grad_norm": 0.0810773216211147,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.01,
      "lambda_target": -0.05,
      "final_train_acc": 0.09794,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3934821189212068,
      "final_grad_norm": 0.08108704666671128,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.01,
      "lambda_target": -0.1,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3931444648586575,
      "final_grad_norm": 0.08108521605893095,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.01,
      "lambda_target": -0.2,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3935116352632528,
      "final_grad_norm": 0.08108062104446316,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.05,
      "lambda_target": 0.0,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3949058507104664,
      "final_grad_norm": 0.08108257712636058,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.05,
      "lambda_target": -0.05,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3947931890902312,
      "final_grad_norm": 0.0810832896708942,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.05,
      "lambda_target": -0.1,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.394568802450624,
      "final_grad_norm": 0.0810773571533469,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.05,
      "lambda_target": -0.2,
      "final_train_acc": 0.0984,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3954170716693028,
      "final_grad_norm": 0.08778735801635837,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.1,
      "lambda_target": 0.0,
      "final_train_acc": 0.0972,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3952556305834094,
      "final_grad_norm": 0.09052299104974379,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.1,
      "lambda_target": -0.05,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3948042667125498,
      "final_grad_norm": 0.08116479991900416,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.1,
      "lambda_target": -0.1,
      "final_train_acc": 0.09744,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3950299341660326,
      "final_grad_norm": 0.08177695089641489,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.1,
      "lambda_target": -0.2,
      "final_train_acc": 0.09792,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3952085682193336,
      "final_grad_norm": 0.08119665047385813,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.2,
      "lambda_target": 0.0,
      "final_train_acc": 0.09716,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3955303390922449,
      "final_grad_norm": 0.08152741514663026,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.2,
      "lambda_target": -0.05,
      "final_train_acc": 0.09796,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.396121849489334,
      "final_grad_norm": 0.08563396405027882,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.2,
      "lambda_target": -0.1,
      "final_train_acc": 0.0985,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3953984298974351,
      "final_grad_norm": 0.0819596680368273,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.2,
      "lambda_target": -0.2,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3953755539091652,
      "final_grad_norm": 0.08102330433994928,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.3,
      "lambda_target": 0.0,
      "final_train_acc": 0.09772,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3954071937619572,
      "final_grad_norm": 0.08165895073173139,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.3,
      "lambda_target": -0.05,
      "final_train_acc": 0.09806,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.395664310516299,
      "final_grad_norm": 0.0810914615806199,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.3,
      "lambda_target": -0.1,
      "final_train_acc": 0.09802,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.395855899966891,
      "final_grad_norm": 0.08103700774993476,
      "converged": true,
      "epochs_to_90pct": -1
    },
    {
      "depth": 10,
      "lambda_reg": 0.3,
      "lambda_target": -0.2,
      "final_train_acc": 0.09788,
      "final_val_acc": 0.1,
      "final_lyapunov": 1.3956506441316336,
      "final_grad_norm": 0.08102633202138995,
      "converged": true,
      "epochs_to_90pct": -1
    }
  ]
}