Candice Schumann
4 papers · 2019–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (4)
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The Questioner
Conferences
NIPS (2)
ICLR (1)
ICML (1)
Top co-authors
Keywords
combinatorial optimization
(1)
stochastic optimization
(1)
sequential decision making
(1)
machine learning fairness
(1)
multi-armed bandit
(1)
fairness metric
(1)
crowdsourced annotation
(1)
pure exploration
(1)
dataset bia
(1)
demographic parity
(1)
equalized odd
(1)
equal opportunity
(1)
comprehension metric
(1)
combinatorial pure exploration
(1)
annotation agreement
(1)
survey comprehension
(1)
tiered interviewing
(1)
sequential screening
(1)
skin tone annotation
(1)
perceptual attribute
(1)
Papers
What Secrets Do Your Manifolds Hold? Understanding the Local Geometry of Generative Models
ICLR 2025
Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
NIPS 2023
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics
ICML 2020
Making the Cut: A Bandit-based Approach to Tiered Interviewing
NIPS 2019