Search Results for author: Arjun Sondhi

Found 3 papers, 1 papers with code

Selective prediction-set models with coverage guarantees

1 code implementation13 Jun 2019 Jean Feng, Arjun Sondhi, Jessica Perry, Noah Simon

Though black-box predictors are state-of-the-art for many complex tasks, they often fail to properly quantify predictive uncertainty and may provide inappropriate predictions for unfamiliar data.

Balanced off-policy evaluation in general action spaces

no code implementations9 Jun 2019 Arjun Sondhi, David Arbour, Drew Dimmery

We show that minimizing the risk of the classifier implies minimization of imbalance to the desired counterfactual distribution of state-action pairs.

Binary Classification counterfactual +2

The Reduced PC-Algorithm: Improved Causal Structure Learning in Large Random Networks

no code implementations16 Jun 2018 Arjun Sondhi, Ali Shojaie

In particular, it results in more efficient and accurate estimation in large networks containing hub nodes, which are common in biological systems.

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