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shapley value

206 papers

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Also known as

SHAP SV

Co-occurring keywords

feature attribution (280) game theory (854) model interpretability (519) explainable ai (480) data valuation (50) cooperative game theory (31) model explanation (155) cooperative game (75) feature importance (139) model interpretation (93)

Papers

Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm ICML 2023
"Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts ICML 2023
Probably Approximate Shapley Fairness with Applications in Machine Learning AAAI 2023
Interventional SHAP Values and Interaction Values for Piecewise Linear Regression Trees AAAI 2023
Efficient Shapley Values Estimation by Amortization for Text Classification ACL 2023
MM-SHAP: A Performance-agnostic Metric for Measuring Multimodal Contributions in Vision and Language Models & Tasks ACL 2023
SPACE: Single-round Participant Amalgamation for Contribution Evaluation in Federated Learning NIPS 2023
Explaining Predictive Uncertainty with Information Theoretic Shapley Values NIPS 2023
Robust Data Valuation with Weighted Banzhaf Values NIPS 2023
Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models NIPS 2023
Sample-Specific Root Causal Inference with Latent Variables CLEAR 2023
Improved feature importance computation for tree models based on the Banzhaf value UAI 2022
SHAP-Based Explanation Methods: A Review for NLP Interpretability COLING 2022
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four ICML 2022
RKHS-SHAP: Shapley Values for Kernel Methods NIPS 2022
WeightedSHAP: analyzing and improving Shapley based feature attributions NIPS 2022
The Shapley Value in Machine Learning IJCAI 2022
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search CVPR 2022
Efficient Multi-Agent Communication via Shapley Message Value IJCAI 2022
Sampling Permutations for Shapley Value Estimation JMLR 2022
Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain NIPS 2022
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning AISTATS 2022
Explaining Preferences with Shapley Values NIPS 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification NIPS 2022
Accurate Shapley Values for explaining tree-based models AISTATS 2022