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J.M. Ritchie

2 accepted papers

2018

SMASH: One-Shot Model Architecture Search through HyperNetworks

ICLR 2018poster

Designing architectures for deep neural networks requires expert knowledge and substantial computation time. We propose a technique to accelerate architecture selection by learning an auxiliary HyperNet that generates the weights of a main model conditioned on that model's architecture. By comparing…

2017

Neural Photo Editing with Introspective Adversarial Networks

ICLR 2017poster

The increasingly photorealistic sample quality of generative image models suggests their feasibility in applications beyond image generation. We present the Neural Photo Editor, an interface that leverages the power of generative neural networks to make large, semantically coherent changes to existi…

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