Please try to falsify this.
TSO derives quantum phase transition behavior from percolation theory. The predictions come from mathematics before comparison with experiment — no parameter fitting.
| Platform | Tests | Passed | Notes |
|---|---|---|---|
| IBM Marrakesh | 12 | 11 | Failed test was programming error (fixed) |
TSO derives these values (not fitted):
| Parameter | Value | Source |
|---|---|---|
| p_c | 0.3116 | 3D site percolation threshold |
| N_c | 6 | Cubic lattice coordination number |
| α | 7/(1 + e×ρ_c) ≈ 2.58 | Hilbert space geometry |
At the measurement-induced phase transition (MIPT):
S(p) = S_max × tanh(κ × N_c × (p_c - p) / p_c)
The transition occurs at p_c ≈ 0.31 with sigmoid crossover.
# Clone
git clone https://github.com/YOUR-USERNAME/tso-validation.git
cd tso-validation
# Install
pip install -r requirements.txt
# Run on simulator
python tso_validation.py --backend aer_simulator
# Run on IBM hardware (requires IBM Quantum account)
python tso_validation.py --backend ibm_marrakesh --shots 4096| Prediction | How to Break It |
|---|---|
| p_c = 0.31 ± 0.02 | Find transition at different threshold |
| Sigmoid crossover | Show linear or step-function transition |
| κ varies with topology | Show κ constant across all connectivities |
tso-validation/
├── README.md # This file
├── tso_validation.py # Main validation script
├── requirements.txt # Dependencies
├── LICENSE # MIT License
└── results/ # Validation data
John Pepin — Independent Researcher — incapp.org
MIT License — Use freely, attribute appropriately.