George Alexandru Adam
3 papers · 2020–2022 · 2 conferences · across top CS/AI conferences
Achievements
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Conference Polyglot
(2)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(12)
π§
Keyword Pioneer
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Cross-Pollinator
(15)
Conferences
MLHC (2)
CVPR (1)
Top co-authors
Keywords
causal inference
(1)
image classification
(1)
domain generalization
(1)
domain adaptation
(1)
data augmentation
(1)
machine learning
(1)
distribution shift
(1)
false positive rate
(1)
feedback loop
(1)
spurious correlation
(1)
invariant learning
(1)
model degradation
(1)
model update
(1)
causal feature
(1)
counterfactual generation
(1)
invariant feature
(1)
clinical practice
(1)
error amplification
(1)
model deterioration
(1)
healthcare ml
(1)
Papers
Error Amplification When Updating Deployed Machine Learning Models
MLHC 2022
Towards Robust Classification Model by Counterfactual and Invariant Data Generation
CVPR 2021
Hidden Risks of Machine Learning Applied to Healthcare: Unintended Feedback Loops Between Models and Future Data Causing Model Degradation
MLHC 2020