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+ # Citation
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+ If you use this work in your research, please cite:
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+ ```bibtex
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+ @article{murray2025biotranscendent,
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+ title={Mathematical Framework for Bio-Transcendent Intelligence: with Phase-4 Application Results},
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+ author={Murray, Jeff N},
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+ year={2025},
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+ month={August},
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+ note={Personal research project. Available at: https://huggingface.co/jmurray10/phase4-quantum-compression}
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+ }
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+ ```
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+
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+ ## Paper Abstract
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+ We present an application-validated framework for intelligence beyond biological constraints, combining quantum search, adaptive computation, reliability-first memory, and efficiency-driven compression. New Phase-4 experiments demonstrate:
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+ 1. Grover's search executed end-to-end on real quantum hardware (IBM backend), achieving marked-state success of 59.9% over 2048 shots (simulator: 95.3%)
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+ 2. Near-theoretical 4� model compression on MLPs (3.92� measured from serialized weights) with minimal output drift (MAE 0.0018)
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+ 3. An energy proxy reduction of 62.1% for INT8 vs FP32 with a small latency trade-off on CPU small batches
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+ 4. Genuine optimization trade-offs where SGD is 3.9� faster while Evolution attains 128� lower final loss
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+
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+ ## Access the Full Paper
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+ - [Download PDF](./papers/BioTranscendent_Intelligence_Phase4.pdf)
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+ - [View on GitHub](https://github.com/jmurray10/phse_4)