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@inproceedings{ecai23,
author = {Eyal Weiss and Ariel Felner and Gal A. Kaminka},
title = {A Generalization of the Shortest Path Problem to Graphs with Multiple Edge-Cost Estimates},
booktitle = ECAI,
year = {2023},
pages= {2607--2614},
wwwnote = {An earlier version was published at the RDDPS workshop at ICAPS 2023 conference.},
abstract = { The shortest path problem in graphs is a cornerstone of AI theory and applications.
Existing algorithms generally ignore edge weight computation time.
We present a generalized framework for weighted directed graphs, where edge weight can be computed (estimated) multiple times, at increasing accuracy and run-time expense.
This raises several generalized variants of the shortest path problem.
We introduce the problem of finding a path with the tightest lower-bound on the optimal cost.
We then present two complete algorithms for the generalized problem, and empirically demonstrate their efficacy.
},
}