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or4k2l/adc-benchmark

68

Benchmark suite to compare error‑mitigation strategies (Baseline, DD, ADC, Hybrid) for superconducting qubits — includes temperature sweep, bootstrap CI and automatic γ optimization.

What's novel

Adaptive Dissipation Control — Comprehensive benchmark suite for superconducting qubits. In Cooperation whith AI.

Code Analysis

11 files read · 4 rounds

Simulates open quantum system dynamics of a 4-qubit superconducting circuit using Lindblad master equations (via QuTiP) to benchmark four error-mitigation strategies (baseline, XY8 dynamical decoupling, adaptive dissipation control, and hybrid) across temperatures with bootstrap confidence intervals

Strengths

The physics is genuinely non-trivial — proper Lindblad dissipators with thermal occupation, correct XY8 pulse sequences, temperature-dependent noise scaling, and a well-structured factory pattern for strategies. Tests are meaningful, covering operator counts, temperature scaling, CI ordering, and end-to-end execution.

Weaknesses

The entire implementation lives in a single 21KB file with no separation between the hardware model, mitigation strategies, benchmark runner, and plotting/CLI — making it hard to extend or reuse individual components. The 'noise' in the Hamiltonian is deterministic (seeded per time step) rather than truly stochastic, and the grid-search optimizer is computationally expensive without any caching or parallelization.

Score Breakdown

Innovation
6 (25%)
Craft
63 (35%)
Traction
2 (15%)
Scope
68 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+2

Craft

Ci+5
Tests+8
Polish+0
Releases+1
Has License+5
Code Quality+20
Readme Quality+12
Recent Activity+0
Structure Quality+5
Commit Consistency+2
Has Dependency Mgmt+5

Traction

Forks+0
Stars+0
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+5
Languages+3
Subsystems+10
Bloat Penalty+0
Completeness+7
Contributors+6
Authored Files+8
Readme Code Match+3
Architecture Depth+5
Implementation Depth+8

Evidence

Commits

16

Contributors

2

Files

14

Active weeks

3

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

0

Forks

0

License

NOASSERTION