4 papers
Transparent Information Flow Modeling for Role-Aware AI Act Assessment
Mattias Brännström, Themis Dimitra Xanthopoulou, Lili Jiang
The European Union's Artificial Intelligence Act introduces a structured framework for governing high-risk AI systems, emphasizing transparency, risk management, and role-specific…
Transparency as Answerability: Role-Dependent Information Flow Modeling
Mattias Brännström, Themis Dimitra Xanthopoulou, Lili Jiang
Transparency in AI-supported decision systems is widely required but poorly defined. Existing approaches treat transparency as a property of systems or components, producing charac…
Modeling Fairness in Recruitment AI via Information Flow
Mattias Brännström, Themis Dimitra Xanthopoulou, Lili Jiang
Avoiding bias and understanding the real-world consequences of AI-supported decision-making are critical to address fairness and assign accountability. Existing approaches often fo…
Towards Practical Defect-Focused Automated Code Review
Junyi Lu, Lili Jiang, Xiaojia Li +4
The complexity of code reviews has driven efforts to automate review comments, but prior approaches oversimplify this task by treating it as snippet-level code-to-text generation a…