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Gabriella Waters

3 papers hereh-index 4211 citations8 works total

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

author position
  • first author1
  • middle author1
  • last author1

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

fields
  • cs.CY2
  • cs.AI1
same name
  • Gabriella Waters — 4 papers, h 3

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 citedCIRCLE: A Framework for Evaluating AI from a Real-World Lens

2 citations · 2 across the 2 of their papers we have counts for

collaborators

3 papers

cs.CY2026

Real-World AI Evaluation: How FRAME Generates Systematic Evidence to Resolve the Decision-Maker's Dilemma

Reva Schwartz, Gabriella Waters

Organizational leaders are being asked to make high-stakes decisions about AI deployment without dependable evidence of what these systems actually do in the environments they over…

cs.AI2026★ 2 cited

CIRCLE: A Framework for Evaluating AI from a Real-World Lens

Reva Schwartz, Carina Westling, Morgan Briggs +12

This paper proposes CIRCLE, a six-stage, lifecycle-based framework to bridge the reality gap between model-centric performance metrics and AI's materialized outcomes in deployment.…

cs.CY2025

AI Biases as Asymmetries: A Review to Guide Practice

Gabriella Waters, Phillip Honenberger

The understanding of bias in AI is currently undergoing a revolution. Initially understood as errors or flaws, biases are increasingly recognized as integral to AI systems and some…

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