{
  "title": "Long Short-Term Memory (LSTM)",
  "network_type": "lstm",
  "environment": {
    "platform": "Linux-6.18.35-x86_64-with-glibc2.41",
    "machine": "x86_64",
    "python": "3.13.5",
    "torch": "2.10.0+cpu",
    "device": "cpu",
    "mps_available": false,
    "cuda_available": false,
    "seed": 42
  },
  "baseline": {
    "validation_accuracy": 0.7244444444444444,
    "test_accuracy": 0.7155555555555555,
    "train_seconds": 0.26703429222106934
  },
  "optimized": {
    "validation_accuracy": 0.8977777777777778,
    "test_accuracy": 0.88,
    "train_seconds": 0.512336015701294
  },
  "optimization_decision": "Increase recurrent state size and reduce learning rate to improve retention of sequence information and training stability.",
  "artifact": "baseline-vs-optimized.png"
}
