{
  "stage": 6,
  "primary_model": "HeteroRGCN",
  "library": "PyTorch Geometric (RGCNConv)",
  "design": "holistic (zero embedding) \u2014 schema-agnostic, any fdim",
  "master_node_types": [
    "User",
    "VM",
    "IP",
    "Role",
    "CVE",
    "Container",
    "CloudAccount",
    "Subnet",
    "Bucket",
    "Function",
    "Cluster",
    "Pod",
    "Database",
    "LoadBalancer",
    "Gateway"
  ],
  "master_edge_types": [
    [
      "IP",
      "EXPLOITS",
      "CVE"
    ],
    [
      "User",
      "CROSS_CLOUD_ACCESS",
      "User"
    ],
    [
      "IP",
      "CONNECTS_TO",
      "VM"
    ],
    [
      "User",
      "EXPLOITS",
      "CVE"
    ],
    [
      "User",
      "ACCESS",
      "VM"
    ],
    [
      "User",
      "ASSUMES_ROLE",
      "Role"
    ],
    [
      "VM",
      "CONNECTS_TO",
      "VM"
    ],
    [
      "User",
      "RESTART_VM",
      "VM"
    ],
    [
      "User",
      "START_VM",
      "VM"
    ],
    [
      "User",
      "STOP_VM",
      "VM"
    ],
    [
      "User",
      "DEPLOYED_ON",
      "CloudAccount"
    ],
    [
      "VM",
      "HAS_VULN",
      "CVE"
    ],
    [
      "VM",
      "LATERAL_MOVEMENT",
      "VM"
    ],
    [
      "Role",
      "GRANTS_ACCESS",
      "CloudAccount"
    ],
    [
      "Container",
      "RUNS_ON",
      "VM"
    ],
    [
      "Container",
      "EXPLOITS",
      "CVE"
    ],
    [
      "User",
      "ACCESS",
      "Bucket"
    ],
    [
      "Function",
      "TRIGGERS",
      "VM"
    ],
    [
      "User",
      "ACCESS",
      "Database"
    ],
    [
      "Cluster",
      "CONTAINS",
      "Pod"
    ]
  ],
  "max_relations": 20,
  "max_fdim": 1024,
  "active_node_types": [
    "User",
    "VM",
    "IP",
    "Role",
    "CVE"
  ],
  "active_edge_types": [
    [
      "IP",
      "EXPLOITS",
      "CVE"
    ],
    [
      "User",
      "CROSS_CLOUD_ACCESS",
      "User"
    ],
    [
      "IP",
      "CONNECTS_TO",
      "VM"
    ],
    [
      "User",
      "EXPLOITS",
      "CVE"
    ],
    [
      "User",
      "ACCESS",
      "VM"
    ],
    [
      "User",
      "ASSUMES_ROLE",
      "Role"
    ],
    [
      "VM",
      "CONNECTS_TO",
      "VM"
    ],
    [
      "User",
      "RESTART_VM",
      "VM"
    ],
    [
      "User",
      "START_VM",
      "VM"
    ],
    [
      "User",
      "STOP_VM",
      "VM"
    ]
  ],
  "active_supervised": [
    "User",
    "Role"
  ],
  "n_nodes": {
    "User": 11,
    "VM": 9,
    "IP": 4,
    "Role": 3,
    "CVE": 6
  },
  "hidden_dim": 256,
  "out_dim": 128,
  "num_layers": 3,
  "adapter_rank": 16,
  "dropout": 0.3,
  "epochs": 80,
  "lr": 0.001,
  "weight_decay": 0.0001,
  "seed": 42,
  "ablation_results": [
    {
      "Model": "RGCN",
      "Type": "PRIMARY",
      "Params": "8,515,599",
      "User_AUC": 0.5,
      "User_F1": 0.0,
      "User_AP": 0.5,
      "Role_AUC": 0.5,
      "Role_F1": 0.0,
      "Role_AP": 0.5
    },
    {
      "Model": "GCN",
      "Type": "BASELINE",
      "Params": "5,219,855",
      "User_AUC": 0.5,
      "User_F1": 0.0,
      "User_AP": 0.5,
      "Role_AUC": 0.5,
      "Role_F1": 0.0,
      "Role_AP": 0.5
    },
    {
      "Model": "GAT",
      "Type": "BASELINE",
      "Params": "5,320,207",
      "User_AUC": 0.5,
      "User_F1": 0.0,
      "User_AP": 0.5,
      "Role_AUC": 0.5,
      "Role_F1": 0.0,
      "Role_AP": 0.5
    },
    {
      "Model": "SAGE",
      "Type": "BASELINE",
      "Params": "5,383,695",
      "User_AUC": 0.5,
      "User_F1": 0.0,
      "User_AP": 0.5,
      "Role_AUC": 0.5,
      "Role_F1": 0.0,
      "Role_AP": 0.5
    }
  ],
  "test_report": {
    "User": {
      "auc": 0.5,
      "f1": 0.0,
      "ap": 0.5
    },
    "Role": {
      "auc": 0.5,
      "f1": 0.0,
      "ap": 0.5
    }
  }
}