no code implementations • 6 Apr 2024 • Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin, Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive.
no code implementations • 29 Sep 2023 • Gagan Biradar, Yacine Izza, Elita Lobo, Vignesh Viswanathan, Yair Zick
We also evaluate them on multiple datasets and show that these explanations are robust to the attacks that fool SHAP and LIME.
no code implementations • 8 Sep 2023 • Elita Lobo, Oktie Hassanzadeh, Nhan Pham, Nandana Mihindukulasooriya, Dharmashankar Subramanian, Horst Samulowitz
The resulting matching enables the use of an available or curated business glossary for retrieval and analysis without or before requesting access to the data contents.
no code implementations • 23 May 2019 • Elita Lobo, Scott Jordan
The option-critic architecture (Bacon, Harb, and Precup 2017) and several variants have successfully demonstrated the use of the options framework proposed by Sutton et al (Sutton, Precup, and Singh1999) to scale learning and planning in hierarchical tasks.