Publications

Selected work, grouped by area and listed newest first. The full, up-to-date list lives on Google Scholar (40+ journal articles, 530+ citations, h-index 12; September 2026) and PhilPeople.

Books & edited volumes

• Causal Reasoning in Language Models. Special issue of Information Processing & Management, 2026. guest-edited, with M. Ptaszyński and R. Rzepka
• Probability on Trial. Oxford University Press (under contract). with M. Di Bello
• Applications of Formal Philosophy: The Road Less Travelled. Springer (Logic, Argumentation & Reasoning, 14), 2017. edited, with G. Payette
• Leśniewski's Systems of Logic and Foundations of Mathematics. Springer (Trends in Logic, 37), 2014.

Causal and probabilistic machine learning

• Slaying the Hydra: Interaction-Aware Circuit Discovery in Language Models. arXiv preprint, 2026. with S. Vaidyanathan, E. Bunnapradist, M. Naim, D. Waxman
• A Computationally Feasible Framework for Causal Probabilistic Explanation. arXiv preprint, 2026. with S. Witty, D. Waxman, A. Zane, P. Garg, E. Bunnapradist, S. Vaidyanathan, J. Feser, D. Lehe, E. Bingham
• A Counterfactual Semantics for Hybrid Dynamical Systems. Advances in Neural Information Processing Systems (NeurIPS), 2025. with A. Zane, D. Batenkov, J. Zucker, S. Witty
• Linking Cognitive Strategy, Neural Mechanism, and Movement Statistics in Group Foraging Behaviors. Scientific Reports 14, 21770, 2024. with M. Xie, E. Mackevicius
• A Bayesian Approach to Uncertainty in Word Embedding Bias Estimation. Computational Linguistics, 2024. with A. Dobrzeniecka

Online aggression: field experiments and Bayesian analysis

• Whom to pity, whom to scold? Effects of empathetic and normative AI-assisted interventions on aggressive Reddit users with different activity profiles. Information Processing & Management 63(2), 104316, 2026. with P. Tempska, M. Dowgiałło, M. Ptaszyński et al.
• Namespotting: Username toxicity and actual toxic behavior on Reddit. Computers in Human Behavior, 2022. with P. Tempska, M. Dowgiałło, M. Ptaszyński et al.
• Personal attacks decrease user activity in social networking platforms. Computers in Human Behavior, 2022. with M. Ptaszyński, P. Tempska, G. Leliwa et al.
• Artificial intelligence against hate: Intervention reducing verbal aggression in the social network environment. Aggressive Behavior, 2021. with M. Bilewicz, P. Tempska, G. Leliwa et al.

Probability, evidence, and Bayesian epistemology

• Exploring the Maximally Sensitive Priors. Philosophy of Science (online first), 2026. with N. Lewandowski
• Measuring Coherence with Bayesian Networks. Artificial Intelligence and Law, 2023. with A. Kowalewska
• Legal Probabilism. Stanford Encyclopedia of Philosophy, 2021. with M. Di Bello
• Decision-theoretic and risk-based approaches to naked statistical evidence: some consequences and challenges. Law, Probability and Risk, 2020. with A. Kowalewska, P. Janda, P. Dziurosz-Serafinowicz
• Probabilistic models of legal corroboration. The International Journal of Evidence & Proof, 2020. with P. Janda
• Narration in judiciary fact-finding: a probabilistic explication. Artificial Intelligence and Law, 2018.

Logic and foundations of mathematics

• Modal Quantifiers, Potential Infinity, and Yablo Sequences. The Review of Symbolic Logic, 2026. with M. T. Godziszewski
• Logic of informal provability with truth values. Logic Journal of the IGPL, 2023. with P. Pawlowski
• Many-valued logic of informal provability: a non-deterministic strategy. The Review of Symbolic Logic, 2018. with P. Pawlowski
• Challenging Lewis's challenge to the best system account of lawhood. Synthese, 2016. with B. Leuridan
• Plural quantifiers: a modal interpretation. Synthese, 2014.
• Gödelizing the Yablo sequence. Journal of Philosophical Logic, 2013. with C. Cieśliński
• Busting a myth about Leśniewski and definitions. History and Philosophy of Logic, 2012. with K. S. Hämäri
• "Platonic" thought experiments: how on earth?. Synthese, 2012.
• Numbers and propositions versus nominalists: yellow cards for Salmon & Soames. Erkenntnis, 2012.
• How not to use the Church-Turing thesis against platonism. Philosophia Mathematica, 2011.
• Neologicist nominalism. Studia Logica, 2010.
• Leśniewski and Russell's paradox: some problems. History and Philosophy of Logic, 2008.