no code implementations • 4 Apr 2024 • Mateusz Gajewski, Adam Karczmarz, Mateusz Rapicki, Piotr Sankowski
In this paper, we consider a perturbation-based metric of predictive faithfulness of feature rankings (or attributions) that we call PGI squared.
no code implementations • 9 Aug 2021 • Adam Karczmarz, Anish Mukherjee, Piotr Sankowski, Piotr Wygocki
Using the computational techniques developed for Shapley values we deliver an optimal $O(TL+n)$ time algorithm for computing Banzhaf values based explanations.
no code implementations • 5 Mar 2021 • Kyriakos Axiotis, Adam Karczmarz, Anish Mukherjee, Piotr Sankowski, Adrian Vladu
This paper bridges discrete and continuous optimization approaches for decomposable submodular function minimization, in both the standard and parametric settings.
no code implementations • 7 Jan 2021 • Giuseppe F. Italiano, Adam Karczmarz, Nikos Parotsidis
In this paper we present an efficient reachability oracle under single-edge or single-vertex failures for planar directed graphs.
Data Structures and Algorithms