AI-Researcher/examples/gnn_nodeformer/project/ablation_results.json at main · rohith500/AI-Researcher · GitHub

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{
    "baseline": {
        "best_val_acc": 0.322,
        "best_test_acc": 0.317,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 2,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.5,
            "temperature": 0.4,
            "edge_weight": 0.1
        }
    },
    "no_edge_reg": {
        "best_val_acc": 0.316,
        "best_test_acc": 0.316,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 2,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.5,
            "temperature": 0.4,
            "edge_weight": 0.0
        }
    },
    "high_temp": {
        "best_val_acc": 0.316,
        "best_test_acc": 0.319,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 2,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.5,
            "temperature": 1.0,
            "edge_weight": 0.1
        }
    },
    "low_temp": {
        "best_val_acc": 0.316,
        "best_test_acc": 0.313,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 2,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.5,
            "temperature": 0.1,
            "edge_weight": 0.1
        }
    },
    "deep_model": {
        "best_val_acc": 0.316,
        "best_test_acc": 0.319,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 4,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.5,
            "temperature": 0.4,
            "edge_weight": 0.1
        }
    },
    "high_dropout": {
        "best_val_acc": 0.314,
        "best_test_acc": 0.32,
        "config": {
            "epochs": 200,
            "hidden_dim": 64,
            "num_layers": 2,
            "learning_rate": 0.01,
            "weight_decay": 0.0005,
            "dropout": 0.8,
            "temperature": 0.4,
            "edge_weight": 0.1
        }
    }
}