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Berkin Akin

9 papers hereh-index 185k citations30 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author6
  • last author1

Across the 8 of 9 papers where every author was matched, so the position is known.

fields
  • cs.CV3
  • cs.AR2
  • cs.LG2
  • cs.DC1
  • eess.SP1

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedMitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models

20 citations · 52 across the 5 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2021★ 17 cited

Rethinking Co-design of Neural Architectures and Hardware Accelerators

Yanqi Zhou, Xuanyi Dong, Berkin Akin +7

Neural architectures and hardware accelerators have been two driving forces for the progress in deep learning. Previous works typically attempt to optimize hardware given a fixed m…

cs.LG2021★ 13 cited

Apollo: Transferable Architecture Exploration

Amir Yazdanbakhsh, Christof Angermueller, Berkin Akin +7

The looming end of Moore's Law and ascending use of deep learning drives the design of custom accelerators that are optimized for specific neural architectures. Architecture explor…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.