interpretable machine learning

Self-Interpretable Time Series Prediction with Counterfactual Explanations ICML 2023 Symbolic Metamodels for Interpreting Black-Boxes Using Primitive Functions AAAI 2023 The Mechanical Bard: An Interpretable Machine Learning Approach to Shakespearean Sonnet Generation ACL 2023 This Looks Like Those: Illuminating Prototypical Concepts Using Multiple Visualizations NeurIPS 2023 This Reads Like That: Deep Learning for Interpretable Natural Language Processing EMNLP 2023 Counterfactual Explanation Trees: Transparent and Consistent Actionable Recourse with Decision Trees AISTATS 2022 Creating Interpretable Data-Driven Approaches for Tropical Cyclones Forecasting AAAI 2022 Data Valuation in Machine Learning: "Ingredients", Strategies, and Open Challenges IJCAI 2022 Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes CVPR 2022 Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022 Explainable Planner Selection for Classical Planning AAAI 2022 Extending Decision Tree to Handle Multiple Fairness Criteria IJCAI 2022 Fast Sparse Decision Tree Optimization via Reference Ensembles AAAI 2022 Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations AAAI 2022 Interpretable Low-Resource Legal Decision Making AAAI 2022 Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking ACL 2022 Learning Optimal Summaries of Clinical Time-series with Concept Bottleneck Models MLHC 2022 Locally Sparse Neural Networks for Tabular Biomedical Data ICML 2022 LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification AAAI 2022 Neural Basis Models for Interpretability NeurIPS 2022 On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach NeurIPS 2022 Optimizing Binary Decision Diagrams with MaxSAT for Classification AAAI 2022 Robust Interpretable Text Classification against Spurious Correlations Using AND-rules with Negation IJCAI 2022 Scalable Interpretability via Polynomials NeurIPS 2022 Social Interpretable Tree for Pedestrian Trajectory Prediction AAAI 2022