feature importance

Explainability as statistical inference ICML 2023 Figurative Language Processing: A Linguistically Informed Feature Analysis of the Behavior of Language Models and Humans ACL 2023 Identifiable Contrastive Learning with Automatic Feature Importance Discovery NeurIPS 2023 Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods ACL 2023 Sample based Explanations via Generalized Representers NeurIPS 2023 Symbolic Metamodels for Interpreting Black-Boxes Using Primitive Functions AAAI 2023 Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables ICML 2023 Ultra-marginal Feature Importance: Learning from Data with Causal Guarantees AISTATS 2023 Unbiased Gradient Boosting Decision Tree with Unbiased Feature Importance IJCAI 2023 Unifying local and global model explanations by functional decomposition of low dimensional structures AISTATS 2023 Utility-Preserving Privacy-Enabled Speech Embeddings for Emotion Detection Interspeech 2023 XRand: Differentially Private Defense against Explanation-Guided Attacks AAAI 2023 Accurate Shapley Values for explaining tree-based models AISTATS 2022 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 AttCAT: Explaining Transformers via Attentive Class Activation Tokens NeurIPS 2022 Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability NeurIPS 2022 Common and differential acoustic representation of interpersonal and tactile iconic perception of Mandarin vowels Interspeech 2022 Covered Information Disentanglement: Model Transparency via Unbiased Permutation Importance AAAI 2022 Feature Importance Explanations for Temporal Black-Box Models AAAI 2022 Feature selection for discovering distributional treatment effect modifiers UAI 2022 GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games NeurIPS 2022 Improved feature importance computation for tree models based on the Banzhaf value UAI 2022 Joint Shapley values: a measure of joint feature importance ICLR 2022 Label-Free Explainability for Unsupervised Models ICML 2022 LIMESegment: Meaningful, Realistic Time Series Explanations AISTATS 2022