DM
Damian Machlanski
cs.LGcs.AIstat.MEcs.CVeess.SPPsychiatrystat.MLAntipsychoticsCausal effectcausal inference
On Valency
published · living versionsW_br6jqu6m·v1 · currentpublished
Rethinking GA2Ms: performance and out-of-distribution generalisation
with George Dimitriadis, Paul Clarke, Spyridon Samothrakis
1 version
Preprints & journals
14 papers in the corpus · 2022–2026Large Language Models Extend Known Research But Do Not Create New Research Directions2610.17439v1 · Zhihua Liu, Kurt Butler, Damian Machlanski et al.2026 · 0 citationsarXiv
One Thing Leads to Another: The Essentials of Time Series Causal Discovery2610.13430v1 · Kurt Butler, Damian Machlanski, Michael P.J. Camilleri et al.2026 · 0 citationsarXiv
Explainable AI for Data-Driven Design of High-Dimensional Predictive Studies10.64898/2026.05.21.26353781v1 · Yan, J., Machlanski, D., Butler, K. et al.2026 · 0 citationsmedRxiv
Explainable AI for Data-Driven Design of High-Dimensional Predictive Studies2605.22243v1 · Junyu Yan, Damian Machlanski, Kurt Butler et al.2026 · 0 citationsarXiv
A Causal Framework for Mitigating Data Shifts in Healthcare2603.13595v1 · Kurt Butler, Stephanie Riley, Damian Machlanski et al.2026 · 0 citationsarXiv
Antipsychotic-induced weight gain in psychosis: causal mediation analysis and feasibility study of causal actionable prediction model development using counterfactuals to target obesity.41797581 · Leighton, Samuel P, Leong, I Lam, Machlanski, Damian et al.2026 · 0 citationsThe British journal of psychiatry : the journal of mental science. 2026:1-10
Rethinking Chronological Causal Discovery with Signal Processing2602.19903v1 · Kurt Butler, Damian Machlanski, Panagiotis Dimitrakopoulos et al.2026 · 0 citations2025 59th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2025, pp. 940-944
The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation.42892864 · Machlanski, Damian, Samothrakis, Spyridon, Clarke, Paul2026 · 1 citationMachine learning. 2026;115(11):249
Causal Ordering for Structure Learning from Time Series2510.24639v2 · Pedro P. Sanchez, Damian Machlanski, Steven McDonagh et al.2025 · 0 citationsarXiv
A Shift in Perspective on Causality in Domain Generalization2508.12798v1 · Damian Machlanski, Stephanie Riley, Edward Moroshko et al.2025 · 0 citationsarXiv
A problem at the heart of precision medicine – are current clinical prediction models fully actionable for individuals?jw37c_v2 · Samuel Leighton, Fani Deligianni, Damian Machlanski et al.2025 · 0 citationsPsyArXiv
Games of Knightian Uncertainty as AGI testbeds2406.18178v2 · Spyridon Samothrakis, Dennis J.N.J. Soemers, Damian Machlanski2024 · 0 citationsarXiv
Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice2310.18212v2 · Damian Machlanski, Spyridon Samothrakis, Paul Clarke2023 · 1 citationarXiv
Undersmoothing Causal Estimators with Generative Trees2203.08570v1 · Damian Machlanski, Spyros Samothrakis, Paul Clarke2022 · 0 citationsIEEE Access, vol. 12, pp. 38562-38574, 2024
Career total: 26 works. 14 are in this corpus.
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