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Mattias Marder

2 accepted papers

2021

Optimizing Memory Placement using Evolutionary Graph Reinforcement Learning

ICLR 2021poster

For deep neural network accelerators, memory movement is both energetically expensive and can bound computation. Therefore, optimal mapping of tensors to memory hierarchies is critical to performance. The growing complexity of neural networks calls for automated memory mapping instead of manual heur…

Cited by 14SourcePDFScholar
2018

Delta-encoder: an effective sample synthesis method for few-shot object recognition

NeurIPS 2018spotlight

Learning to classify new categories based on just one or a few examples is a long-standing challenge in modern computer vision. In this work, we propose a simple yet effective method for few-shot (and one-shot) object recognition. Our approach is based on a modified auto-encoder, denoted delta-encod…