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Dynamic Tensor Rematerialization

Checkpointing enables training larger models by freeing intermediate act...
06/17/2020 ∙ by Marisa Kirisame, et al. ∙ 100 ∙ share

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Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL

While early AutoML frameworks focused on optimizing traditional ML pipel...
06/24/2020 ∙ by Lucas Zimmer, et al. ∙ 100 ∙ share

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GAN-Based Facial Attractiveness Enhancement

We propose a generative framework based on generative adversarial networ...
06/04/2020 ∙ by Yuhongze Zhou, et al. ∙ 95 ∙ share

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When Do Neural Networks Outperform Kernel Methods?

For a certain scaling of the initialization of stochastic gradient desce...
06/24/2020 ∙ by Behrooz Ghorbani, et al. ∙ 92 ∙ share

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Opportunities and Challenges in Explainable Artificial Intelligence (XAI): A Survey

Nowadays, deep neural networks are widely used in mission critical syste...
06/16/2020 ∙ by Arun Das, et al. ∙ 89 ∙ share

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The Gaussian equivalence of generative models for learning with two-layer neural networks

Understanding the impact of data structure on learning in neural network...
06/25/2020 ∙ by Sebastian Goldt, et al. ∙ 86 ∙ share

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Image Deconvolution via Noise-Tolerant Self-Supervised Inversion

We propose a general framework for solving inverse problems in the prese...
06/11/2020 ∙ by Hirofumi Kobayashi, et al. ∙ 80 ∙ share

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Self-Supervised MultiModal Versatile Networks

Videos are a rich source of multi-modal supervision. In this work, we le...
06/29/2020 ∙ by Jean-Baptiste Alayrac, et al. ∙ 78 ∙ share

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Self-supervised Knowledge Distillation for Few-shot Learning

Real-world contains an overwhelmingly large number of object classes, le...
06/17/2020 ∙ by Jathushan Rajasegaran, et al. ∙ 77 ∙ share

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Deep Transfer Learning with Ridge Regression

The large amount of online data and vast array of computing resources en...
06/11/2020 ∙ by Shuai Tang, et al. ∙ 76 ∙ share

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Feel The Music: Automatically Generating A Dance For An Input Song

We present a general computational approach that enables a machine to ge...
06/21/2020 ∙ by Purva Tendulkar, et al. ∙ 76 ∙ share

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