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06/10/2023
Functional Causal Bayesian Optimization
We propose functional causal Bayesian optimization (fCBO), a method for ...
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05/24/2022
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy
Among the various aspects of algorithmic fairness studied in recent year...
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03/27/2021
Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice
Necessity and sufficiency are the building blocks of all successful expl...
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03/03/2020
Differentiable Causal Backdoor Discovery
Discovering the causal effect of a decision is critical to nearly all fo...
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02/08/2019