{ "format_version": 1, "architecture": "SimpleP2G", "setting": "single-patch", "dataset": "ccrcc", "panel": "hmhvg", "fold": 0, "seed": 42, "model_config": { "decoder_depth": 12, "num_genes": 200, "hidden_size": 384, "cond_size": 2560, "num_cond_tokens": 4, "num_heads": 6, "loss_name": "gaussian_nll", "dropout": 0.1 }, "input": { "representation": "frozen Virchow2 CLS token concatenated with mean patch tokens", "embedding_dimension": 2560, "image_encoder_weights_included": false }, "output": { "num_genes": 200, "gene_order": "genes.json", "expression_scale": "log2(raw_count + 1)", "returns": [ "expression_mean", "log_variance" ] }, "checkpoint": { "epoch": 19, "weights": "ema", "selection": "highest validation-slide PCC-200; earliest epoch breaks ties" }, "training": { "epochs": 100, "batch_size": 256, "optimizer": { "name": "adamw", "lr": 3e-05, "weight_decay": 0.1, "betas": [ 0.9, 0.999 ] }, "loss": "gaussian_nll", "precision": "fp16", "ema_decay": 0.999, "sampling": "pooled spots" }, "split": { "training_slides": [ "INT1", "INT10", "INT11", "INT12", "INT13", "INT14", "INT15", "INT16", "INT17", "INT18", "INT19", "INT20", "INT21", "INT22", "INT23", "INT24", "INT3", "INT4", "INT5", "INT6", "INT7", "INT8" ], "validation_slide": "INT9", "test_slide": "INT2" }, "validation_metrics": { "PCC10": 0.6926724980557916, "PCC50": 0.6391818018883983, "PCC200": 0.42965969649900465, "MSE": 2.185840368270874, "MAE": 1.17231023311615 }, "test_metrics": { "PCC10": 0.502469291003792, "PCC50": 0.4121004550758145, "PCC200": 0.27036171397452496, "MSE": 1.6523619890213013, "MAE": 0.9979413747787476 } }