Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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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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Total file size:

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