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Reinforcement learning of theorem proving
We introduce a theorem proving algorithm that uses practically no domain heuristics for
guiding its connection-style proof search. Instead, it runs many Monte-Carlo simulations …
guiding its connection-style proof search. Instead, it runs many Monte-Carlo simulations …
Property invariant embedding for automated reasoning
Automated reasoning and theorem proving have recently become major challenges for
machine learning. In other domains, representations that are able to abstract over …
machine learning. In other domains, representations that are able to abstract over …
MaLeCoP machine learning connection prover
Probabilistic guidance based on learned knowledge is added to the connection tableau
calculus and implemented on top of the lean-CoP theorem prover, linking it to an external …
calculus and implemented on top of the lean-CoP theorem prover, linking it to an external …
FEMaLeCoP: Fairly efficient machine learning connection prover
FEMaLeCoP is a connection tableau theorem prover based on leanCoP which uses efficient
implementation of internal learning-based guidance for extension steps. Despite the fact that …
implementation of internal learning-based guidance for extension steps. Despite the fact that …
leanCoP 2.0 and ileanCoP 1.2: high performance lean theorem proving in classical and intuitionistic logic (system descriptions)
J Otten - International Joint Conference on Automated …, 2008 - Springer
Abstract leanCoP is a very compact theorem prover for classical first-order logic, based on
the connection (tableau) calculus and implemented in Prolog. leanCoP 2.0 enhances …
the connection (tableau) calculus and implemented in Prolog. leanCoP 2.0 enhances …
lazyCoP: Lazy Paramodulation Meets Neurally Guided Search
State-of-the-art automated theorem provers explore large search spaces with carefully-
engineered routines, but most do not learn from past experience as human mathematicians …
engineered routines, but most do not learn from past experience as human mathematicians …
MleanCoP: A Connection Prover for First-Order Modal Logic
J Otten - … Reasoning: 7th International Joint Conference, IJCAR …, 2014 - Springer
MleanCoP is a fully automated theorem prover for first-order modal logic. The proof search is
based on a prefixed connection calculus and an additional prefix unification, which captures …
based on a prefixed connection calculus and an additional prefix unification, which captures …
nanoCoP: A Non-clausal Connection Prover
J Otten - … Reasoning: 8th International Joint Conference, IJCAR …, 2016 - Springer
Most of the popular efficient proof search calculi work on formulae that are in clausal form, ie
in disjunctive or conjunctive normal form. Hence, most state-of-the-art fully automated …
in disjunctive or conjunctive normal form. Hence, most state-of-the-art fully automated …
Machine learning guidance for connection tableaux
Connection calculi allow for very compact implementations of goal-directed proof search.
We give an overview of our work related to connection tableaux calculi: first, we show …
We give an overview of our work related to connection tableaux calculi: first, we show …
The nanoCoP 2.0 connection provers for classical, intuitionistic and modal logics
J Otten - … Conference on Automated Reasoning with Analytic …, 2021 - Springer
This paper introduces the full versions of the non-clausal connection provers nanoCoP for
first-order classical logic, nanoCoP-i for first-order intuitionistic logic and nanoCoP-M for …
first-order classical logic, nanoCoP-i for first-order intuitionistic logic and nanoCoP-M for …