englund/400zr-coherent-benchmarks
400ZR Coherent Digital Twin Benchmarks This dataset contains comprehensive benchmarks for 400ZR coherent optical transceiver digital twin implementations. 🏆 Leaderboard (Overall Score) Rank Method Template Overall Score Physics Optimization Reproducibility Standards 1 Silicon_Photonics_v12 v12 0.897 0.895 0.692 1.000 1.000 2 Enhanced_400ZR_v11 v11 0.897 0.895 0.692 1.000 1.000 3 Revolutionary_Framework_v14 v14 0.897 0.895 0.691 1.000 1.000 4… See the full description on the dataset page: https://huggingface.co/datasets/englund/400zr-coherent-benchmarks.
400ZR Coherent Digital Twin Benchmarks
This dataset contains comprehensive benchmarks for 400ZR coherent optical transceiver digital twin implementations.
🏆 Leaderboard (Overall Score)
📊 Evaluation Metrics
Physics Accuracy
- OSNR Accuracy: Root mean square error in OSNR prediction (dB)
- BER Prediction Error: Relative error in bit error rate prediction
- EVM Correlation: R² correlation coefficient for error vector magnitude
Optimization Performance
- Convergence Rate: Fraction of successful optimizations
- Convergence Time: Mean time to convergence (milliseconds)
- Margin Accuracy: Design margin prediction accuracy
Research Quality
- Reproducibility Score: Consistency across multiple runs
- Standards Compliance: Compliance with 400ZR specifications
🔄 Reproducibility
All benchmarks use:
- Fixed random seed: 42
- OSNR range: 10.0 - 35.0 dB
- Target BER: 2e-02
- M-QAM: 16
📅 Last Updated
2025-08-27 05:01:09 UTC
🚀 Contributing
To submit new methods for benchmarking:
- Implement the standard 400ZR interface
- Submit a pull request with your implementation
- Results will be automatically benchmarked and added to the leaderboard
📄 License
MIT License - See LICENSE file for details