Fan Xia
3 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
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The Questioner
Venues
Top co-authors
Research topics
Keywords
causal inference
(1)
covariate shift
(1)
hierarchical decomposition
(1)
confidence interval
(1)
domain shift
(1)
risk prediction
(1)
model monitoring
(1)
performance gap
(1)
non-parametric method
(1)
statistical process control
(1)
machine learning deployment
(1)
heterogeneous performance drift
(1)
large model decay
(1)
outcome shift
(1)
subgroup-specific shifts
(1)
targeted corrective actions
(1)
Papers
"Who experiences large model decay and why?" A Hierarchical Framework for Diagnosing Heterogeneous Performance Drift
ICML 2025
A hierarchical decomposition for explaining ML performance discrepancies
NeurIPS 2024
Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens
CLeaR 2024