{ "model_type": "xlsr_mamba", "architecture": "XLS-R + Bidirectional Mamba State-Space Audio Deepfake Detector", "frontend": { "type": "wav2vec2_xlsr", "name": "xlsr_300m", "sample_rate": 16000, "feat_dim": 1024, "encoder_layers": 24, "encoder_embed_dim": 1024, "encoder_num_heads": 16, "encoder_ff_interm_features": 4096, "conv_layer_config": [ [512, 10, 5], [512, 3, 2], [512, 3, 2], [512, 3, 2], [512, 3, 2], [512, 2, 2], [512, 2, 2] ] }, "projection": { "in_features": 1024, "out_features": 144, "bias": true }, "first_bn": { "num_features": 1 }, "backbone": { "type": "BiMambaConformer", "d_model": 144, "num_layers": 6, "d_state": 16, "d_conv": 4, "expand": 2, "d_inner": 288, "dt_rank": 9, "pooling": "bidirectional_self_attention", "classifier": { "in_features": 144, "num_classes": 2 } } }