PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search

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Abstract:

Differentiable architecture search (DARTS) provided a fast solution in finding effective network architectures, but suffered from large memory and computing overheads in jointly training a super-net and search for an optimal architecture. In this paper, we present a novel approach, namely Partially-Connected DARTS, by sampling a small p...More

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