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A review of generalized planning
Generalized planning studies the representation, computation and evaluation of solutions
that are valid for multiple planning instances. These are topics studied since the early days …
that are valid for multiple planning instances. These are topics studied since the early days …
[PDF][PDF] Diagnosis as Planning Revisited.
In discrete dynamical systems change results from actions. As such, given a set of
observations, diagnoses often take the form of posited events that result in the observed …
observations, diagnoses often take the form of posited events that result in the observed …
[HTML][HTML] Computing programs for generalized planning using a classical planner
Generalized planning is the task of generating a single solution (a generalized plan) that is
valid for multiple planning instances. In this paper we introduce a novel formalism for …
valid for multiple planning instances. In this paper we introduce a novel formalism for …
Platas—Integrating Planning and the Action Language Golog
Action programming languages like Golog allow to define complex behaviors for agents on
the basis of action representations in terms of expressive (first-order) logical formalisms …
the basis of action representations in terms of expressive (first-order) logical formalisms …
Knowledge-based programs as building blocks for planning
Abstract Knowledge-based programs contain both world-altering actions, which upon
execution change the state of the world, and sensing actions, which upon execution change …
execution change the state of the world, and sensing actions, which upon execution change …
Planning as theorem proving with heuristics
M Soutchanski, R Young - arxiv preprint arxiv:2303.13638, 2023 - arxiv.org
Planning as theorem proving in situation calculus was abandoned 50 years ago as an
impossible project. But we have developed a Theorem Proving Lifted Heuristic (TPLH) …
impossible project. But we have developed a Theorem Proving Lifted Heuristic (TPLH) …
[PDF][PDF] Agreeing on plans through iterated disputes
Autonomous agents transcend their individual capabilities by cooperating towards achieving
shared goals. The different viewpoints agents have on the environment cause …
shared goals. The different viewpoints agents have on the environment cause …
[HTML][HTML] Generalized planning as heuristic search: A new planning search-space that leverages pointers over objects
Planning as heuristic search is one of the most successful approaches to classical planning
but unfortunately, it does not trivially extend to Generalized Planning (GP); GP aims to …
but unfortunately, it does not trivially extend to Generalized Planning (GP); GP aims to …
Spectra: An Expressive STRIPS-Inspired AI Planner Based on Automated Reasoning: (System Description)
B Rozek, S Bringsjord - KI-Künstliche Intelligenz, 2024 - Springer
Research in automated planning traditionally focuses on model-based approaches that
often sacrifice expressivity for computational efficiency. For artificial agents that operate in …
often sacrifice expressivity for computational efficiency. For artificial agents that operate in …
Synthesis of procedural models for deterministic transition systems
This paper introduces a general approach for synthesizing procedural models of the state-
transitions of a given discrete system. The approach is general in that it accepts different …
transitions of a given discrete system. The approach is general in that it accepts different …