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← Authors

Fan Xia

3 papers · 2024–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15) ❓ The Questioner

Conferences

CLEAR (1) ICML (1) NIPS (1)

Top co-authors

Jean Feng (3) Harvineet Singh (3) Alexej Gossmann (3) Adarsh Subbaswamy (2) Gene Anthony Pennello (1) Andrew Chuang (1) Romain Pirracchio (1) Berkman Sahiner (1) Nicholas Petrick (1) Mi-Ok Kim (1)

Keywords

causal inference (1) hierarchical decomposition (1) confidence interval (1) domain shift (1) nonparametric method (1) risk prediction (1) model monitoring (1) performance gap (1) statistical process control (1) machine learning deployment (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 NIPS 2024 Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens CLEAR 2024