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Add Structured Hyperparameter Tuning Support #338

Description

@Katja-Jagd

Feature Description

Add support for structured hyperparameter tuning and parameter sweeps in the repo.

Use Case

This would make experiments easier to organize, reproduce, and compare across runs.

Alternatives Considered

Currently using manual scripts/configs for tuning and sweeps.

Additional Context

Could be implemented using existing libraries (e.g. Optuna or Bayesian methods) or a custom internal solution.

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