2 papers
cs.AI2025
Learning Lifted Action Models From Traces of Incomplete Actions and States
Niklas Jansen, Jonas Gösgens, Hector Geffner
Consider the problem of learning a lifted STRIPS model of the sliding-tile puzzle from random state-action traces where the states represent the location of the tiles only, and the…
cs.AI2024
Learning Lifted STRIPS Models from Action Traces Alone: A Simple, General, and Scalable Solution
Jonas Gösgens, Niklas Jansen, Hector Geffner
Learning STRIPS action models from action traces alone is a challenging problem as it involves learning the domain predicates as well. In this work, a novel approach is introduced…