Search Results for author: Cem Anil

Found 6 papers, 4 papers with code

Learning to Give Checkable Answers with Prover-Verifier Games

no code implementations27 Aug 2021 Cem Anil, Guodong Zhang, Yuhuai Wu, Roger Grosse

We develop instantiations of the PVG for two algorithmic tasks, and show that in practice, the verifier learns a robust decision rule that is able to receive useful and reliable information from an untrusted prover.

Learning to Elect

no code implementations NeurIPS 2021 Cem Anil, Xuchan Bao

Voting systems have a wide range of applications including recommender systems, web search, product design and elections.

Recommendation Systems

TimbreTron: A WaveNet(CycleGAN(CQT(Audio))) Pipeline for Musical Timbre Transfer

2 code implementations ICLR 2019 Sicong Huang, Qiyang Li, Cem Anil, Xuchan Bao, Sageev Oore, Roger B. Grosse

In this work, we address the problem of musical timbre transfer, where the goal is to manipulate the timbre of a sound sample from one instrument to match another instrument while preserving other musical content, such as pitch, rhythm, and loudness.

Style Transfer

Sorting out Lipschitz function approximation

1 code implementation13 Nov 2018 Cem Anil, James Lucas, Roger Grosse

We identify a necessary property for such an architecture: each of the layers must preserve the gradient norm during backpropagation.

Adversarial Robustness Generalization Bounds

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