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README.md

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+---
+language: en
+license: mit
+library_name: pytorch
+tags:
+  - spiking-neural-network
+  - neuromorphic
+  - surrogate-gradient
+  - benchmark
+  - catalyst
+  - ssc
+datasets:
+  - ssc
+metrics:
+  - accuracy
+model-index:
+  - name: Catalyst SSC SNN Benchmark
+    results:
+      - task:
+          type: audio-classification
+          name: Spoken Command Classification
+        dataset:
+          name: Spiking Speech Commands (SSC)
+          type: ssc
+        metrics:
+          - name: Float Accuracy
+            type: accuracy
+            value: 72.1
+          - name: Quantized Accuracy (int16)
+            type: accuracy
+            value: 71.6
+---
+
+# Catalyst SSC SNN Benchmark
+
+Spiking Neural Network for spoken command classification on SSC.
+
+## Model Description
+
+- **Architecture**: 700 → 1024 (recurrent adLIF) → 512 (adLIF) → 35
+- **Neuron model**: Adaptive Leaky Integrate-and-Fire (adLIF) with Symplectic Euler discretization
+- **Training**: Surrogate gradient BPTT, fast-sigmoid surrogate (scale=25)
+- **Hardware target**: Catalyst N1/N2/N3 neuromorphic processors
+- **Quantization**: Float32 weights -> int16, membrane decay -> 12-bit fixed-point
+
+## Results
+
+| Metric | Value |
+|--------|-------|
+| Float accuracy | 72.1% |
+| Quantized accuracy (int16) | 71.6% |
+| Parameters | 2,313,763 |
+| Quantization loss | 0.5% |
+
+## Reproduce
+
+```bash
+git clone https://github.com/catalyst-neuromorphic/catalyst-benchmarks.git
+cd catalyst-benchmarks
+pip install -e .
+python ssc/train.py --device cuda:0
+```
+
+## Deploy to Catalyst Hardware
+
+```python
+import catalyst_cloud
+
+client = catalyst_cloud.Client()
+result = client.simulate(
+    model="catalyst-neuromorphic/ssc-snn-benchmark",
+    input_data=your_spikes,
+    processor="n2"
+)
+```
+
+## Links
+
+- **Benchmark repo**: [catalyst-neuromorphic/catalyst-benchmarks](https://github.com/catalyst-neuromorphic/catalyst-benchmarks)
+- **Cloud API**: [catalyst-neuromorphic.com](https://catalyst-neuromorphic.com)
+- **N2 paper**: [Zenodo DOI 10.5281/zenodo.18728256](https://zenodo.org/records/18728256)
+- **N1 paper**: [Zenodo DOI 10.5281/zenodo.18727094](https://zenodo.org/records/18727094)
+
+## Citation
+
+```bibtex
+@misc{catalyst-benchmarks-2026,
+  author = {Shulayev Barnes, Henry},
+  title = {Catalyst Neuromorphic Benchmarks},
+  year = {2026},
+  url = {https://github.com/catalyst-neuromorphic/catalyst-benchmarks}
+}
+```