Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal: Preliminaries

Written by heuristicsearch | Published 2024/04/05
Tech Story Tags: optimize-planning | cost-to-goal | imitation-learning | heuristic-functions | heuristics-to-rank | greedy-best-first-search | family-of-loss-functions | automated-planning

TLDRThis work revisits the necessary and sufficient conditions of strictly optimally efficient heuristics for forward search algorithms.via the TL;DR App

This is paper is available on arxiv under CC 4.0 DEED license.

Authors:

(1) Leah Chrestien, Czech Technical University in Prague;

(2) Tomå˘s Pevný, Czech Technical University in Prague, and Gen Digital, Inc.;

(3) Stefan Edelkamp, Czech Technical University in Prague;

(4) AntonĂ­n Komenda, Czech Technical University in Prague.

Table of Links

2 Preliminaries

2.1 Forward search algorithm


Written by heuristicsearch | Efficiently exploring and navigating large solution spaces at HeuristicsSearch.Tech
Published by HackerNoon on 2024/04/05