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Kaushal Paneri

1 accepted papers

2019

Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems

NeurIPS 2019poster

This manuscript contributes a general and practical framework for casting a Markov process model of a system at equilibrium as a structural causal model, and carrying out counterfactual inference. Markov processes mathematically describe the mechanisms in the system, and predict the system’s equilib…