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Research Output · PatternRipple Labs

Collapse-Induced Excitation Redistribution
and Entropy Structuring in
Fully Connected Qubit Networks

Author: Nicholas Panek  ·  Affiliation: PatternRipple Labs  ·  October 2025  ·  MIT / CC BY-4.0

Abstract

We study a 16-qubit system prepared as a uniform superposition over all computational basis states with total Hamming weight ≥ 8. An all-to-all controlled-Z (CZ) layer, being diagonal in the computational basis, leaves Z-basis populations unchanged. Measurement of eight qubits in the Z basis and post-selection by their Hamming weight r produces a strict excitation–entropy trade-off on the remaining eight qubits:

r = 0 deterministically yields |11111111⟩ (Eq = 1, zero entropy).
r = 8 yields a maximally mixed distribution (Eq = 0.5, eight bits of entropy).

A complementary interference variant — adding Hadamard gates on the unmeasured qubits before readout — reveals phase-sensitive deviations from the classical curve, confirming the quantum origin of the correlations.

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Figure Output

Figures

Eq vs r — Z-only regime
Fig 1 — Eq vs r (Z-only): strict monotonic excitation–entropy trade-off
Eq vs r — interference regime
Fig 2 — Eq vs r (interference): H⊗⁸ on unmeasured qubits reveals phase-sensitive deviations
Data · Eq vs r

Per-qubit excitation (Eq) vs measurement outcome r

Z-only Interference

Z-only full data

Interference full data

Reproduction Guide

Setup

python3 -m venv venv && source venv/bin/activate
pip install numpy pandas matplotlib reportlab
python code/v4cg.py --z-only
python code/v4cg.py --interfere

Outputs written to data/ and paper/ as CSV and PNG.

Method

1. State preparation: uniform superposition of all 16-bit strings with Hamming weight ≥ 8 (39,203 states).

2. Entangling layer: all-to-all CZ (120 gates, diagonal in computational basis).

3. Measurement: first 8 qubits in Z basis, conditioned on Hamming weight r.

4. Metrics: excitation E, per-qubit Eq, marginal entropy H_marg, joint entropy H_joint, multi-information I = H_marg − H_joint.

5. Interference extension: apply H⊗⁸ on unmeasured qubits before readout to expose CZ-phase effects.