Writing

You can also find my work on Google Scholar.

Work in Progress

Local Algorithmic Justice (in preparation)

Predictions in the Social Sciences
Oliver Buchholz and Sebastian Zezulka
Comprehensive Philosophy of Science, chapter 3.12, Elsevier, forthcoming

Publications

The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models
Timo Freiesleben and Sebastian Zezulka
Philosophy of Science, 2026
DOI 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