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Hevaroo

PROFILE

Hevaroo

Contributed to the LeakPro repository by building a modular framework for model inversion attacks, establishing abstract interfaces and a factory pattern to support extensible attack strategies. Focused on backend development and software architecture, the work emphasized maintainability and rapid prototyping, using Python and PyTorch to implement core attack logic and evaluation tooling. Enhanced experiment reproducibility through robust configuration management and code quality improvements, including extensive refactoring, linting, and CI/CD integration. Delivered features such as the ImageMetrics evaluation framework and streamlined data handling, while resolving bugs related to input processing and model training, resulting in a reliable foundation for adversarial attack research.

Overall Statistics

Feature vs Bugs

52%Features

Repository Contributions

49Total
Bugs
15
Commits
49
Features
16
Lines of code
8,057
Activity Months2

Work History

February 2025

48 Commits • 15 Features

Feb 1, 2025

February 2025—aidotse/LeakPro: Focused on end-to-end experiment readiness, reliability, and maintainability. Delivered core MinV scaffolding, strengthened PLGMI workflows, advanced evaluation tooling, and completed significant refactors and quality improvements to support rapid iteration and reproducibility.

January 2025

1 Commits • 1 Features

Jan 1, 2025

January 2025 focuses on laying the foundation for model inversion attack testing in the LeakPro project. A new, modular framework establishes the essential interfaces and extension points needed to prototype and manage model inversion attack strategies, setting the stage for security benchmarking and risk assessment.

Activity

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Quality Metrics

Correctness83.4%
Maintainability84.8%
Architecture82.0%
Performance70.6%
AI Usage23.4%

Skills & Technologies

Programming Languages

C++JSONJupyter NotebookPythonYAML

Technical Skills

API DesignAdversarial AttacksAttack ImplementationBackend DevelopmentBug FixingCI/CDCode CleanupCode FormattingCode LintingCode QualityCode RefactoringCode ReversionCode ReviewComputer VisionConfiguration Management

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

aidotse/LeakPro

Jan 2025 Feb 2025
2 Months active

Languages Used

PythonC++JSONJupyter NotebookYAML

Technical Skills

API DesignObject-Oriented ProgrammingSoftware ArchitectureAdversarial AttacksAttack ImplementationBackend Development