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Abstract: We present an overview of various learning techniques used in automated theorem provers. We characterize the main problems arising in this context and classify the solutions to these problems from published approaches. We analyze the suitability of several combinations of solutions for different approaches to theorem proving and place these combinations in a spectrum ranging from provers using very specialized learning approaches to optimally adapt to a small class of proof problems, to provers ... (Update)
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BibTeX entry: (Update)
Denzinger, J., Fuchs, M., Goller, C., Schulz, S.: Learning from previous proof experience: a survey (1999) http://citeseer.ist.psu.edu/denzinger99learning.html More
@misc{ denzinger-learning,
author = "J{\"o}rg Denzinger and Matthias Fuchs and Christoph Goller and Stephan Schulz",
title = "Learning from previous proof experience: a survey",
url = "citeseer.ist.psu.edu/denzinger99learning.html" }
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4 High Performance ATP Systems by Combining Several AI Methods - Denzinger, Fuchs
4 A Distributed and Learning Equational Prover (context) - Denzinger, Kronenburg et al.
4 Automatic Selection of Search-Guiding Heuristics - Fuchs
3 Evaluation of the Neural Folding Architecture for Inductive .. - Schmitt - 1997
3 High Performance Equational Deduction (context) - Hillenbrand, Buch et al. - 1997
3 Universal Approximation of Mappings on Structured Objects us.. - Hammer - 1996
3 Extending automated theorem proving by planning (context) - Sonntag, Denzinger - 1993
3 Termination of Theorem Proving by Reuse - Kolbe, Walther - 1996
2 Applying Case-based Reasoning to Automated Deduction (context) - Fuchs
2 Proving System Correctness with KIV 3 (context) - Reif, Schellhorn et al. - 1997
2 Flexible Re-Enactment of Proofs - Fuchs
2 Learning Search Heuristics for Automated Deduction (context) - Fuchs
2 Incremental Proof Planning by MetaRules - Gerberding, Noltemeier - 1997
1 Distributed Larch Prover (context) - Kapur, Vandevoorde - 1996
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1 Acquisition of Useful Lemma Knowledge in Automated Reasoning (context) - Draeger - 1998
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1 Case-Based Reasoning for Automated Deduction (context) - Fuchs
Documents on the same site (http://wwwjessen.informatik.tu-muenchen.de/~schulz/bibliography.html): More
Recording, Analyzing and Presenting Distributed Deduction.. - Denzinger, Schulz (Correct)
Term Space Mapping for DISCOUNT - Schulz (1998) (Correct)
DISCOUNT - A distributed and learning equational prover - Denzinger, Kronenburg, Schulz (1996) (Correct)
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