{ "model_type": "spiking_neural_network", "architecture": "recurrent_lif", "task": "audio_classification", "dataset": "spiking_heidelberg_digits", "input_channels": 700, "hidden_size": 512, "output_classes": 20, "neuron_model": "cuba_lif", "recurrent": true, "time_bins": 250, "dt_ms": 4.0, "threshold": 1.0, "dropout": 0.3, "surrogate_gradient": "fast_sigmoid", "surrogate_scale": 25.0, "training": { "optimizer": "adamw", "learning_rate": 0.001, "weight_decay": 0.0001, "scheduler": "cosine_annealing", "epochs": 200, "batch_size": 128, "gradient_clip_norm": 1.0 }, "results": { "float_accuracy": 0.859, "quantized_accuracy_16bit": 0.854, "quantization_loss": 0.004 }, "hardware_deployment": { "target_processors": ["catalyst_n1", "catalyst_n2"], "weight_precision": "int16", "threshold_hw": 1000, "decay_precision": "12bit_fractional" } }