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researcher

Derek Everett

3 papers here

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

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.CR1

identity via Semantic Scholar / OpenAlex

most citedImproving Out-of-Distribution Detection via Epistemic Uncertainty Adversarial Training

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

collaborators

3 papers

cs.CR2025★ 3 cited

ClarAVy: A Tool for Scalable and Accurate Malware Family Labeling

Robert J. Joyce, Derek Everett, Maya Fuchs +2

Determining the family to which a malicious file belongs is an essential component of cyberattack investigation, attribution, and remediation. Performing this task manually is time…

cs.LG2025

Multi-layer Radial Basis Function Networks for Out-of-distribution Detection

Amol Khanna, Chenyi Ling, Derek Everett +2

Existing methods for out-of-distribution (OOD) detection use various techniques to produce a score, separate from classification, that determines how ``OOD'' an input is. Our insig…

cs.LG2022★ 7 cited

Improving Out-of-Distribution Detection via Epistemic Uncertainty Adversarial Training

Derek Everett, Andre T. Nguyen, Luke E. Richards +1

The quantification of uncertainty is important for the adoption of machine learning, especially to reject out-of-distribution (OOD) data back to human experts for review. Yet progr…

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