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researcher

Chris Cummins

4 papers here

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

author position
  • first author2
  • middle author1
  • last author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.PL2
same name
  • Chris Cummins — 7 papers
  • Chris Cummins — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedProfile Guided Optimization without Profiles: A Machine Learning Approach

6 citations · 10 across the 3 of their papers we have counts for

collaborators
Showing cs.PLShow all

2 papers · 1 filter

cs.PL2022★ 6 cited

Profile Guided Optimization without Profiles: A Machine Learning Approach

Nadav Rotem, Chris Cummins

Profile guided optimization is an effective technique for improving the optimization ability of compilers based on dynamic behavior, but collecting profile data is expensive, cumbe…

cs.PL2020★ 2 cited

Deep Data Flow Analysis

Chris Cummins, Hugh Leather, Zacharias Fisches +3

Compiler architects increasingly look to machine learning when building heuristics for compiler optimization. The promise of automatic heuristic design, freeing the compiler engine…

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