Скачать с ютуб ICAPS 2020: Invited talk on "Getting the most out of your planner(s): from static to dynamic ..." в хорошем качестве

ICAPS 2020: Invited talk on "Getting the most out of your planner(s): from static to dynamic ..."

Presenter: Frank Hutter (University of Freiburg) Abstract: The many ingenious approaches underlying state-of-the-art planning systems tend to have complementary strengths; no single planner, heuristic, or parameter setting performs best in all situations, and machine learning can help improve performance. In the first part of this talk, I will survey proven meta-algorithmic approaches & success stories along these lines, including algorithm configuration, algorithm selection, algorithm schedules, and per-instance algorithm configuration. In the second part of the talk, I will then discuss a novel exciting meta-algorithmic framework dubbed dynamic algorithm configuration (DAC) that generalizes all of the meta-algorithmic approaches above and show a first case study of successfully applying DAC to improve planning performance. The DAC framework opens up many new opportunities, and I would be excited if the ICAPS community helps to explore them.