Salim I. Amoukou
5 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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The Questioner
Venues
Top co-authors
Research topics
Keywords
explainable ai
(2)
feature importance
(1)
model interpretability
(1)
covariate shift
(1)
label shift
(1)
abstention
(1)
local explanation
(1)
language model
(1)
surrogate model
(1)
counterfactual explanation
(1)
shapley value
(1)
tree-based model
(1)
categorical variable
(1)
random forest
(1)
false alarm control
(1)
probabilistic sufficient explanation
(1)
distribution shift detection
(1)
local rule
(1)
error estimator
(1)
mechanistic error reduction
(1)
Papers
To Steer or Not to Steer? Mechanistic Error Reduction with Abstention for Language Models
ICML 2025
Counterfactual Metarules for Local and Global Recourse
ICML 2024
Sequential Harmful Shift Detection Without Labels
NeurIPS 2024
Accurate Shapley Values for explaining tree-based models
AISTATS 2022
Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor
NeurIPS 2022