Patrick Kolpaczki
6 papers · 2023–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
shapley value
(5)
feature attribution
(5)
explainable artificial intelligence
(2)
sampling approximation
(2)
model interpretability
(2)
explainable ai
(2)
feature interaction
(2)
shapley interaction index
(2)
game theory
(2)
approximation algorithm
(2)
k-shapley values
(1)
kernelshap-iq
(1)
sii
(1)
stratified sampling
(1)
cooperative game
(1)
fair division
(1)
marginal contribution
(1)
weighted least square
(1)
approximation method
(1)
shapley interaction
(1)
Papers
Shapley Value Approximation Based on k-Additive Games
AAAI 2026
Approximating the Shapley Value without Marginal Contributions
AAAI 2024
KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
ICML 2024
shapiq: Shapley Interactions for Machine Learning
NeurIPS 2024
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
AISTATS 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions
NeurIPS 2023