Search Results for author: Sarah M. Loos

Found 3 papers, 1 papers with code

Mathematical Reasoning in Latent Space

no code implementations ICLR 2020 Dennis Lee, Christian Szegedy, Markus N. Rabe, Sarah M. Loos, Kshitij Bansal

We design and conduct a simple experiment to study whether neural networks can perform several steps of approximate reasoning in a fixed dimensional latent space.

Mathematical Reasoning

Learning to Reason in Large Theories without Imitation

no code implementations25 May 2019 Kshitij Bansal, Christian Szegedy, Markus N. Rabe, Sarah M. Loos, Viktor Toman

Our experiments show that the theorem prover trained with this exploration mechanism outperforms provers that are trained only on human proofs.

Automated Theorem Proving Imitation Learning

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