{ "format_version": 1, "architecture": "SimpleP2G", "setting": "single-patch", "dataset": "lung", "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": 0.0 }, "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": 7, "weights": "ema", "selection": "highest validation-slide PCC-200; earliest epoch breaks ties" }, "training": { "epochs": 100, "batch_size": 256, "optimizer": { "name": "adamw", "lr": 5e-05, "weight_decay": 0.05, "betas": [ 0.9, 0.999 ] }, "loss": "gaussian_nll", "precision": "fp16", "ema_decay": 0.999, "sampling": "pooled spots" }, "split": { "training_slides": [ "NCBI857", "NCBI858", "NCBI859", "NCBI861", "NCBI864", "NCBI865", "NCBI866", "NCBI867", "NCBI870", "NCBI873", "NCBI875", "NCBI876", "NCBI879", "NCBI880", "NCBI881", "NCBI882", "NCBI883", "NCBI884" ], "validation_slide": "NCBI860", "test_slide": "NCBI856" }, "validation_metrics": { "PCC10": 0.9362276377737937, "PCC50": 0.9226602827904639, "PCC200": 0.8183084345389446, "MSE": 1.1610033512115479, "MAE": 0.7474100589752197 }, "test_metrics": { "PCC10": 0.970405946201667, "PCC50": 0.9624952765742016, "PCC200": 0.8717158056511088, "MSE": 1.2483162879943848, "MAE": 0.8023096919059753 } }