Search Results for author: Adrian R. Pearce

Found 3 papers, 0 papers with code

Strategy Extraction in Single-Agent Games

no code implementations22 May 2023 Archana Vadakattu, Michelle Blom, Adrian R. Pearce

As a first step toward this goal, we develop a method for extracting strategies from an agent's existing knowledge that can be applied in multiple contexts.

Transfer Learning

Sampling from Pre-Images to Learn Heuristic Functions for Classical Planning

no code implementations7 Jul 2022 Stefan O'Toole, Miquel Ramirez, Nir Lipovetzky, Adrian R. Pearce

We introduce a new algorithm, Regression based Supervised Learning (RSL), for learning per instance Neural Network (NN) defined heuristic functions for classical planning problems.

regression

Efficient Multi-agent Epistemic Planning: Teaching Planners About Nested Belief

no code implementations6 Oct 2021 Christian Muise, Vaishak Belle, Paolo Felli, Sheila Mcilraith, Tim Miller, Adrian R. Pearce, Liz Sonenberg

Many AI applications involve the interaction of multiple autonomous agents, requiring those agents to reason about their own beliefs, as well as those of other agents.

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