Writing

You can also find my work on Google Scholar.

Work in Progress

Local Algorithmic Justice

Predictions in the Social Sciences
Oliver Buchholz and Sebastian Zezulka

Publications

The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models
Timo Freiesleben and Sebastian Zezulka
Philosophy of Science, forthcoming
arXiv

Prediction, Performativity, and Potential Outcomes: Communicative Rationality in Prediction-Allocation Problems
Sebastian Zezulka, Konstantin Genin
Equity and Access in Algorithms, Mechanisms, and Optimization (EAAMO ’25), 2025
Abstract Non-archival paper Presentation

From the Fair Distribution of Predictions to the Fair Distribution of Social Goods: Evaluating the Impact of Fair Machine Learning on Long-Term Unemployment
Sebastian Zezulka, Konstantin Genin
Proceedings of FAccT ‘24, 2024
DOI arXiv

Workshop Papers

Risk Scores in Algorithmic Decision-Making as Statistical Fatalism
Sebastian Zezulka, Konstantin Genin
Humans, Algorithmic Decision-Making and Society: Modeling Interactions and Impact Workshop at ICML, 2024
ICML

Performativity and Prospective Fairness
Sebastian Zezulka, Konstantin Genin
Algorithmic Fairness through the Lens of Time Workshop at NeurIPS, 2023
arXiv NeurIPS