Dataset Viewer
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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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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