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6d0bf1265ea9635fb4f9d56f16d7efb2-Paper-Conference.pdf

Neural Information Processing Systems

Recent works have shown that line search methods can speed up Stochastic Gradient Descent (SGD) and Adam in modern over-parameterized settings. However, existing line searches may take steps that are smaller than necessary since they require a monotone decrease of the (mini-)batch objective function.





Visual Object Networks: Image Generation with Disentangled 3D Representations

Neural Information Processing Systems

However,while existing models cansynthesize photorealistic images, they lack an understanding of our underlying 3D world. We present a new generative model,Visual Object Networks (VON), synthesizing natural images of objects with a disentangled 3D representation.