osnr_accuracy_db float64 0 0.46 | ber_prediction_error float64 0 0 | evm_correlation float64 0.63 1 | convergence_rate float64 0 1 | convergence_time_ms float64 1 85.1 | margin_accuracy float64 0 0.15 | derivative_accuracy float64 0 0.8 | test_coverage float64 0 1 | computational_efficiency float64 12.4 100 | reproducibility_score float64 0 1 | validation_completeness float64 0 1 | standards_compliance float64 0.5 1 | template_version stringclasses 5
values | method_name stringclasses 5
values | timestamp stringdate 2025-08-27 05:00:57 2025-08-27 05:01:06 | commit_hash stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.458333 | 0 | 1 | 1 | 82.273769 | 0.151021 | 0.8 | 0 | 12.589636 | 1 | 1 | 1 | v11 | Enhanced_400ZR_v11 | 2025-08-27T05:00:57.163883 | cf797ea7 |
0.458333 | 0 | 1 | 1 | 81.590247 | 0.151021 | 0.8 | 1 | 12.411688 | 1 | 1 | 1 | v12 | Silicon_Photonics_v12 | 2025-08-27T05:01:01.607598 | unknown |
0.458333 | 0 | 1 | 1 | 85.07762 | 0.151021 | 0.8 | 1 | 12.725174 | 1 | 1 | 1 | v14 | Revolutionary_Framework_v14 | 2025-08-27T05:01:06.229269 | unknown |
0 | 0 | 0.632456 | 0 | 1 | 0 | 0 | 1 | 100 | 0 | 0 | 0.5 | v15r | Comprehensive_Research_v15r | 2025-08-27T05:01:06.247260 | unknown |
0 | 0 | 0.632456 | 0 | 1 | 0 | 0 | 0 | 100 | 0 | 0 | 0.5 | v15p | Nonlinear_Physics_v15p | 2025-08-27T05:01:06.263620 | unknown |
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Check out the documentation for more information.
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 | Comprehensive_Research_v15r | v15r | 0.428 | 0.877 | 0.333 | 0.000 | 0.500 |
| 5 | Nonlinear_Physics_v15p | v15p | 0.428 | 0.877 | 0.333 | 0.000 | 0.500 |
📊 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
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