Patrick Kolpaczki
6 papers · 2023–2026 · 4 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(4)
🐝
Cross-Pollinator
(13)
🌈
Renaissance Researcher
(5)
Conferences
AAAI (2)
NIPS (2)
AISTATS (1)
ICML (1)
Top co-authors
Keywords
feature attribution
(5)
shapley value
(5)
model interpretability
(2)
explainable artificial intelligence
(2)
game theory
(2)
explainable ai
(2)
sampling approximation
(2)
approximation algorithm
(2)
shapley interaction
(1)
interaction index
(1)
k-additive game
(1)
stratified sampling
(1)
feature interaction
(1)
cooperative game
(1)
fair division
(1)
marginal contribution
(1)
shapley interaction index
(1)
approximation method
(1)
Papers
Shapley Value Approximation Based on k-Additive Games
AAAI 2026
shapiq: Shapley Interactions for Machine Learning
NIPS 2024
Approximating the Shapley Value without Marginal Contributions
AAAI 2024
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
AISTATS 2024
KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
ICML 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions
NIPS 2023