Maximilian Muschalik
11 papers · 2023–2026 · 7 conferences · across top CS/AI conferences
Achievements
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🐝 Cross-Pollinator (13) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (7) 🌈 Renaissance Researcher (5)
🗺️
Taxonomy Completionist
(18)
🏆
Keyword Champion
(7)
🏆
Grand Slam
🤝
Dynamic Duo
(10)
⚡
Prolific Year
(5)
💎
Century Club
(10)
Conferences
AAAI (3)
AISTATS (2)
NIPS (2)
EMNLP (1)
ICLR (1)
ICML (1)
NAACL (1)
Top co-authors
Keywords
shapley value
(7)
feature attribution
(5)
model interpretability
(3)
explainable artificial intelligence
(3)
shapley interaction
(2)
game theory
(2)
feature interaction
(2)
approximation algorithm
(2)
sampling approximation
(2)
explainable ai
(2)
large language model
(2)
model interpretation
(1)
marginal contribution
(1)
shapley interaction index
(1)
social bias detection
(1)
ablation study
(1)
adaptive prompting
(1)
polynomial arithmetic
(1)
conceptual metaphor
(1)
prompt composition
(1)
Papers
HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization
AAAI 2026
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
AISTATS 2025
Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions
EMNLP 2025
Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
ICLR 2025
Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
NAACL 2025
KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
ICML 2024
shapiq: Shapley Interactions for Machine Learning
NIPS 2024
Approximating the Shapley Value without Marginal Contributions
AAAI 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
AAAI 2024
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
AISTATS 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions
NIPS 2023