Interactive Theorem Provers: Applications in AI, Opportunities, and Challenges

M Abdulaziz - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Interactive theorem provers (ITPs) are computer programs in which axioms and a conjecture
are stated in a formal language, and a user provides the ITP with relatively high-level steps …

Formally verified solution methods for Markov decision processes

M Schäffeler, M Abdulaziz - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
We formally verify executable algorithms for solving Markov decision processes (MDPs) in
the interactive theorem prover Isabelle/HOL. We build on existing formalizations of …

Formal Semantics and Formally Verified Validation for Temporal Planning

M Abdulaziz, L Koller - Proceedings of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
We present a simple and concise semantics for temporal planning. Our semantics are
developed and formalised in the logic of the interactive theorem prover Isabelle/HOL. We …

Proof-carrying plans: A resource logic for ai planning

A Hill, E Komendantskaya, RPA Petrick - Proceedings of the 22nd …, 2020 - dl.acm.org
Planning languages have been used successfully in AI for several decades. Recent trends
in AI verification and Explainable AI have raised the question of whether AI planning …

Towards an infrastructure for preparation and control of intelligent automation systems

E Erös - 2022 - search.proquest.com
In an attempt to handle some of the challenges of modern production, intelligent automation
systems offer solutions that are flexible, adaptive, and collaborative. Contrary to traditional …

Formally Verified Solution Methods for Infinite-Horizon Markov Decision Processes

M Schäfeller, M Abdulaziz - arxiv preprint arxiv:2206.02169, 2022 - arxiv.org
We formally verify executable algorithms for solving Markov decision processes (MDPs) in
the interactive theorem prover Isabelle/HOL. We build on existing formalizations of …

Planning problems as types, plans as programs: a dependent types infrastructure for verification and reasoning about automated plans in Agda

A Hill - 2023 - ros.hw.ac.uk
Historically, the Artificial Intelligence and programming language fields have had a mutually
beneficial relationship. Typically, theoretical results in the programming language field have …

Towards compositional automated planning

E Erős, M Dahl, P Falkman… - 2020 25th IEEE …, 2020 - ieeexplore.ieee.org
The development of efficient propositional satisfiability problem solving algorithms (SAT
solvers) in the past two decades has made automated planning using SAT-solvers an …