Interpretability

Cognitive Dissonance: Why Do Language Model Outputs Disagree with Internal Representations of Truthfulness? EMNLP 2023 Cognitive Model Discovery via Disentangled RNNs NeurIPS 2023 Combining Runtime Monitoring and Machine Learning with Human Feedback AAAI 2023 Commonsense Knowledge Enhanced Sentiment Dependency Graph for Sarcasm Detection IJCAI 2023 Computational Asymmetries in Robust Classification ICML 2023 Computing Abductive Explanations for Boosted Regression Trees IJCAI 2023 Concept-based Explanations for Out-of-Distribution Detectors ICML 2023 Concept-Based Explanations to Test for False Causal Relationships Learned by Abusive Language Classifiers ACL 2023 Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement NeurIPS 2023 Concept Gradient: Concept-based Interpretation Without Linear Assumption ICLR 2023 Concept-level Debugging of Part-Prototype Networks ICLR 2023 ConceptX: A Framework for Latent Concept Analysis AAAI 2023 Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow UAI 2023 Conditional Natural Language Inference EMNLP 2023 Conformal Prediction for Time Series with Modern Hopfield Networks NeurIPS 2023 Conformal Prediction for Uncertainty-Aware Planning with Diffusion Dynamics Model NeurIPS 2023 Conformal Prediction Sets for Graph Neural Networks ICML 2023 Conic10K: A Challenging Math Problem Understanding and Reasoning Dataset EMNLP 2023 Constituency Tree Representation for Argument Unit Recognition EMNLP 2023 Constrained Monotonic Neural Networks ICML 2023 Constraining Representations Yields Models That Know What They Don't Know ICLR 2023 Constructing Word-Context-Coupled Space Aligned with Associative Knowledge Relations for Interpretable Language Modeling ACL 2023 ContraFeat: Contrasting Deep Features for Semantic Discovery AAAI 2023 Contrastive Corpus Attribution for Explaining Representations ICLR 2023 Controlled Text Generation with Hidden Representation Transformations ACL 2023