Saeid Tizpaz-Niari
3 papers in the PaperMetrix corpus
Papers by this author
-
FairLay-ML: Intuitive Remedies for Unfairness in Data-Driven Social-Critical Algorithms
2023 · arXiv (Cornell University)
This thesis explores open-sourced machine learning (ML) model explanation tools to understand whether these tools can allow a layman to visualize, understand, and suggest intuitive remedies to unfairness in ML-based decision-support systems. Machine learning models …
-
On the Potential and Limitations of Few-Shot In-Context Learning to Generate Metamorphic Specifications for Tax Preparation Software
2023 · arXiv (Cornell University)
Due to the ever-increasing complexity of income tax laws in the United States, the number of US taxpayers filing their taxes using tax preparation software (henceforth, tax software) continues to increase. According to the U.S. …
-
Predicting Fairness of ML Software Configurations
2024 · arXiv (Cornell University)
This paper investigates the relationships between hyperparameters of machine learning and fairness. Data-driven solutions are increasingly used in critical socio-technical applications where ensuring fairness is important. Rather than explicitly encoding decision logic via control and …