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Schumann, Candice
5 publications
ICLR
2025
What Secrets Do Your Manifolds Hold? Understanding the Local Geometry of Generative Models
Ahmed Imtiaz Humayun
,
Ibtihel Amara
,
Cristina Nader Vasconcelos
,
Deepak Ramachandran
,
Candice Schumann
,
Junfeng He
,
Katherine A Heller
,
Golnoosh Farnadi
,
Negar Rostamzadeh
,
Mohammad Havaei
ICMLW
2024
On the Local Geometry of Deep Generative Manifolds
Ahmed Imtiaz Humayun
,
Ibtihel Amara
,
Candice Schumann
,
Golnoosh Farnadi
,
Negar Rostamzadeh
,
Mohammad Havaei
NeurIPS
2023
Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
Candice Schumann
,
Femi Olanubi
,
Auriel Wright
,
Ellis Monk
,
Courtney Heldreth
,
Susanna Ricco
ICML
2020
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics
Debjani Saha
,
Candice Schumann
,
Duncan Mcelfresh
,
John Dickerson
,
Michelle Mazurek
,
Michael Tschantz
NeurIPS
2019
Making the Cut: A Bandit-Based Approach to Tiered Interviewing
Candice Schumann
,
Zhi Lang
,
Jeffrey Foster
,
John Dickerson