Berkman Sahiner
6 papers · 2022–2024 · 5 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (10) π Renaissance Researcher (5) π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5)
π
Cross-Pollinator
(3)
π
Conference Pioneer
β
The Questioner
Conferences
AISTATS (2)
CLEAR (1)
MICCAI (1)
NIPS (1)
UAI (1)
Top co-authors
Keywords
risk prediction
(3)
model monitoring
(2)
causal inference
(2)
model evaluation
(1)
monte carlo simulation
(1)
machine learning
(1)
changepoint detection
(1)
sequential testing
(1)
synthetic datum
(1)
performance monitoring
(1)
calibration decay
(1)
synthetic dataset
(1)
error rate control
(1)
subgroup analysis
(1)
ai evaluation
(1)
statistical process control
(1)
in silico model
(1)
breast density
(1)
bonferroni correction
(1)
alpha recycling
(1)
Papers
Is this model reliable for everyone? Testing for strong calibration
AISTATS 2024
Monitoring machine learning-based risk prediction algorithms in the presence of performativity
AISTATS 2024
Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens
CLEAR 2024
S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images
MICCAI 2024
Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
NIPS 2023
Sequential algorithmic modification with test data reuse
UAI 2022