Maximilian Muschalik
11 papers · 2023–2026 · 7 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (21) 🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Silver 🤝 Dynamic Duo (10) 🏆 Grand Slam
⚡
Prolific Year · Productive
💎
Century Club · Bronze
Top co-authors
Research topics
Artificial Intelligence
(10)
Core AI
(10)
Machine Learning
(7)
Optimization & Theory · Machine Learning
(4)
Core Methods
(3)
Deep Learning
(2)
Natural Language Processing
(2)
Applications
(2)
Learning Types
(2)
Optimization & Theory · Deep Learning
(2)
Computer Science
(1)
Application Areas
(1)
Foundations
(1)
Resources & Methods
(1)
Keywords
shapley value
(9)
feature attribution
(5)
explainable artificial intelligence
(4)
feature interaction
(3)
model interpretability
(3)
shapley interaction
(3)
approximation algorithm
(2)
game theory
(2)
sampling approximation
(2)
large language model
(2)
shapley interaction index
(2)
explainable ai
(2)
prompt engineering
(1)
tree ensemble
(1)
stratified sampling
(1)
natural language inference
(1)
message passing
(1)
model interpretation
(1)
hyperparameter optimization
(1)
gradient boosted tree
(1)
Papers
HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization
AAAI 2026
Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
NAACL 2025
Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
ICLR 2025
Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions
EMNLP 2025
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
AISTATS 2025
Approximating the Shapley Value without Marginal Contributions
AAAI 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
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