LabCompass

Jacob R. Stevens

Engineering · Purdue University West Lafayette

Mid career · publishing since 2002

Publications

35

Citations

399

Est. group size

~1

Recurring co-author estimate

Active years

24

Publishing since 2002

Research summary
AI-generated

Jacob R. Stevens' publication record centers on computer engineering topics such as designing efficient hardware and software for neural networks, including transformers and graph neural networks, and approximate computing techniques to make these models faster and smaller. The record also includes some unrelated titles on fingerprint spoofing detection and economics topics, which may reflect co-authorship on cross-disciplinary projects, name overlap with other authors, or database attribution issues rather than a single coherent research focus. Prospective students should note the mixed nature of this record when evaluating research fit.

Hardware/software co-design for neural networksApproximate computing and model efficiencyGraph neural network accelerationTransformer optimizationEmbedded systems and low-power computing

Publication output rose to a peak in 2021 and has since declined, suggesting a slowing pace of output over the last few years after an active period.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 1.4/year recently
2017: 1 publication172018: 2 publications182019: 2 publications192020: 3 publications202021: 7 publications7212022: 2 publications222023: 3 publications232024: 1 publication242025: 1 publication2526
Recent publications
Publishes in
  • arXiv (Cornell University)×6
  • SSRN Electronic Journal×2
  • IEEE Transactions on Very Large Scale Integration (VLSI) Systems×1
  • ACM Transactions on Embedded Computing Systems×1
  • Review of Keynesian Economics×1
Similar researchers
By research-topic overlap

This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 20, 2026.

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