AI Planning: A Primer and Survey (Preliminary Report)

DZ Chen, P Verma, S Srivastava, M Katz… - arXiv preprint arXiv …, 2024 - arxiv.org
Automated decision-making is a fundamental topic that spans multiple sub-disciplines in AI:
reinforcement learning (RL), AI planning (AP), foundation models, and operations research …

Extreme Value Monte Carlo Tree Search

M Asai, S Wissow - Proceedings of the International Symposium on …, 2024 - ojs.aaai.org
Abstract Monte-Carlo Tree Search (MCTS) combined with Multi-Armed Bandit (MAB) has
had limited success in domain-independent classical planning until recently. Previous work …

Searching with Distributional Heuristics (Student Abstract)

S Wissow - Proceedings of the International Symposium on …, 2023 - ojs.aaai.org
Distributional heuristic search uses distributions rather than point values for its heuristic
estimates of the cost to goal from any given state. Distributional heuristics are desirable as …