conftrace_

shap value

13 papers

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Co-occurring keywords

feature attribution (280) feature importance (139) model explanation (155) model interpretability (519) partial dependence plot (5) functional decomposition (7) explainer robustness (1) probabilistic lipschitzness (3) prediction function (1) gradient boosting machine (5)

Papers

Beyond Data Quantity: Key Factors Driving Performance in Multilingual Language Models COLING 2025
Incorporating Word Count Information into Depression Risk Summary Generation: INF@UoS CLPsych 2024 Submission EACL 2024
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions AISTATS 2024
Modeling Moravian Memoirs: Ternary Sentiment Analysis in a Low Resource Setting EACL 2024
SHAP@k: Efficient and Probably Approximately Correct (PAC) Identification of Top-K Features AAAI 2024
Unifying local and global model explanations by functional decomposition of low dimensional structures AISTATS 2023
Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap AAAI 2023
Manipulating SHAP via Adversarial Data Perturbations (Student Abstract) AAAI 2022
Unified Auto Clinical Scoring (Uni-ACS) with Interpretable ML models MLHC 2022
GrammarSHAP: An Efficient Model-Agnostic and Structure-Aware NLP Explainer ACL 2022
Hierarchical Shrinkage: Improving the accuracy and interpretability of tree-based models. ICML 2022
Towards Better Explanations of Class Activation Mapping ICCV 2021
Using Small Business Banking Data for Explainable Credit Risk Scoring AAAI 2020