Heterogeneous heuristic optimisation and scheduling for first-order theorem proving

EK Holden, K Korovin - International Conference on Intelligent Computer …, 2021 - Springer
Good heuristics are essential for successful proof search in first-order automated theorem
proving. As a result, state-of-the-art theorem provers offer a range of options for tuning the …

[HTML][HTML] Graph sequence learning for premise selection

EK Holden, K Korovin - Journal of Symbolic Computation, 2025 - Elsevier
Premise selection is crucial for large theory reasoning with automated theorem provers as
the sheer size of the problems quickly leads to resource exhaustion. This paper proposes a …

A neurally-guided, parallel theorem prover

M Rawson, G Reger - Frontiers of Combining Systems: 12th International …, 2019 - Springer
We present a prototype of a neurally-guided automatic theorem prover for first-order logic
with equality. The prototype uses a neural network trained on previous proof search attempts …

A complementary ratio based clause selection method for contradiction separation dynamic deduction

G Zeng, S Chen, J Liu, Y Xu, P Liu - Knowledge-Based Systems, 2024 - Elsevier
Automated reasoning is a key research area of Artificial Intelligence (AI) and has attracted
much greater attention in recent years due to the demands of trustworthy AI, where binary …

Old or heavy? Decaying gracefully with age/weight shapes

M Rawson, G Reger - Automated Deduction–CADE 27: 27th International …, 2019 - Springer
Modern saturation theorem provers are based on the given-clause algorithm, which
iteratively selects new clauses to process. This clause selection has a large impact on the …

The CADE-27 automated theorem proving system competition–CASC-27

G Sutcliffe - Ai communications, 2020 - journals.sagepub.com
The CADE ATP System Competition (CASC) is the annual evaluation of fully automatic,
classical logic Automated Theorem Proving (ATP) systems. CASC-27 was the twenty-fourth …

[图书][B] Applications of machine learning to automated reasoning

M Rawson - 2021 - search.proquest.com
Abstract Systems that can automate some aspects of logical reasoning are now very strong,
through years of theoretical and practical development. Some progress has been made to …

[PDF][PDF] Reinforced external guidance for theorem provers

M Rawson, A Bhayat, G Reger - 7th Workshop Practical Aspects …, 2020 - eprover.org
We introduce a reinforcement learning environment for deriving useful “lemma” facts to aid
existing automated theorem provers: agents receive reward for making deductions which …

[PDF][PDF] Some Thoughts About FOL-Translations in Vampire.

G Reger - ARQNL@ IJCAR, 2018 - iltp.de
It is a common approach when faced with a reasoning problem to translate that problem into
first-order logic and utilise a first-order automated theorem prover (ATP). One of the reasons …

Strojové učení pro řízení inferencí av automatickém dokazování vět

G Zarathustra - 2023 - dspace.cvut.cz
Automatické dokazování vět je oborem umělé inteligence (AI), který sahá až k počátkům AI,
například v “Logic Theory machine” od Simona a Newella. Symbolická umělá inteligence je …