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Hevaroo

PROFILE

Hevaroo

Hevar developed a modular model inversion attack framework for the LeakPro repository, establishing extensible interfaces and a factory pattern to support rapid prototyping of new attack strategies. Over two months, Hevar delivered core scaffolding for end-to-end experiments, integrated evaluation tooling, and implemented robust workflows for attack preparation and model training. The work involved extensive use of Python and PyTorch, with a focus on backend development, code quality, and maintainability. Hevar addressed both feature development and bug fixing, refactoring key components and enhancing configuration management, resulting in a reliable, reproducible platform for adversarial attack research and security benchmarking.

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

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