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ATPboost is a system for solving sets of large-theory problems by interleaving ATP runs with state-of-the-art machine learning of premise selection from the proofs.
E - A Brainiac Theorem Prover
S. Schulz · 2002
Earlier work this paper cites.
MaLARea SG1 - Machine Learner for Automated Reasoning with Semantic Guidance
J. Urban, G. Sutcliffe, P. Pudlák, and J. Vyskočil · 2008
Earlier work this paper cites.
The TPTP problem library and associated infrastructure
G. Sutcliffe · 2009
Earlier work this paper cites.
MaLeCoP: Machine learning connection prover
J. Urban, J. Vyskočil, and P. Štěpánek · 2011
Earlier work this paper cites.
Learning from multiple proofs: First experiments
D. Kuehlwein and J. Urban · 2013
Earlier work this paper cites.
Premise selection for mathematics by corpus analysis and kernel methods
J. Alama, T. Heskes, D. Kühlwein, E. Tsivtsivadze, and J. Urban · 2014
Cited alongside, same era.
Learning-assisted automated reasoning with Flyspeck
C. Kaliszyk and J. Urban · 2014
Cited alongside, same era.
FEMaLeCoP: Fairly efficient machine learning connection prover
C. Kaliszyk and J. Urban · 2015
Cited alongside, same era.
Mizar 40 for mizar 40
C. Kaliszyk and J. Urban · 2015
Cited alongside, same era.
DeepMath - Deep Sequence Models for Premise Selection
A. A. Alemi, F. Chollet, G. Irving, C. Szegedy, and J. Urban, editors · 2016
Cited alongside, same era.
TacticToe: Learning to reason with HOL4 tactics
T. Gauthier, C. Kaliszyk, and J. Urban
Cited in the paper.
Deep network guided proof search
S. M. Loos, G. Irving, C. Szegedy, and C. Kaliszyk
Cited in the paper.
A learning-based fact selector for Isabelle/HOL
J. C. Blanchette, D. Greenaway, C. Kaliszyk, D. Kühlwein, and J. Urban · 2016
Later among the works it cites.
Hammering towards QED
J. C. Blanchette, C. Kaliszyk, L. C. Paulson, and J. Urban · 2016
Later among the works it cites.
Xgboost: A scalable tree boosting system
T. Chen and C. Guestrin · 2016
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LPAR-21, 21st International Conference on Logic for Programming, Artificial Intelligence and Reasoning, Maun, Botswana, May 7-12, 2017
T. Eiter and D. Sands, editors · 2017
Later among the works it cites.
ENIGMA: efficient learning-based inference guiding machine
J. Jakubuv and J. Urban · 2017
Later among the works it cites.
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