Causality

CARMA: Causal Algorithmic Recourse with (Neural) Model-based Amortization
We explore improving the practicality of providing causal recourse explanations through a novel neural network model-based automation framework.
Ayan Majumdar
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CARMA: Causal Algorithmic Recourse with (Neural) Model-based Amortization
Generating Counterfactuals for Causal Fairness
Project that was conducted as part of my Master’s thesis to explore the application of generative models to compute counterfactuals for fairness.
Ayan Majumdar
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Generating Counterfactuals for Causal Fairness
Generating counterfactuals using VAEs
Poster presentation on the work related to counterfactuals for fairness.
Aug 4, 2020 5:00 PM Max Planck Institute for Software Systems
Ayan Majumdar
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Generating counterfactuals using VAEs