25 citations · 56 across the 15 of their papers we have counts for
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cs.LG2021
Synthesizing Pareto-Optimal Interpretations for Black-Box Models
Hazem Torfah, Shetal Shah, Supratik Chakraborty +2
We present a new multi-objective optimization approach for synthesizing interpretations that "explain" the behavior of black-box machine learning models. Constructing human-underst…
cs.LO2021★ 1 cited
Runtime Monitoring for Markov Decision Processes
Sebastian Junges, Hazem Torfah, Sanjit A. Seshia
We investigate the problem of monitoring partially observable systems with nondeterministic and probabilistic dynamics. In such systems, every state may be associated with a risk,…