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Jason Rute

2 accepted papers

2024

Graph2Tac: Online Representation Learning of Formal Math Concepts

ICML 2024poster

In proof assistants, the physical proximity between two formal mathematical concepts is a strong predictor of their mutual relevance. Furthermore, lemmas with close proximity regularly exhibit similar proof structures. We show that this _locality_ property can be exploited through online learning te…

Cited by 6SourcePDFScholar
2022

Proof Artifact Co-Training for Theorem Proving with Language Models

ICLR 2022poster

Labeled data for imitation learning of theorem proving in large libraries of formalized mathematics is scarce as such libraries require years of concentrated effort by human specialists to be built. This is particularly challenging when applying large Transformer language models to tactic prediction…

Cited by 130SourcePDFScholar