Interpretability

Ripple: Concept-Based Interpretation for Raw Time Series Models in Education AAAI 2023 Robust Code Summarization EMNLP 2023 Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees ICML 2023 Robust Explanation Constraints for Neural Networks ICLR 2023 Robust low-rank training via approximate orthonormal constraints NeurIPS 2023 Robustness Tests for Automatic Machine Translation Metrics with Adversarial Attacks EMNLP 2023 Robust One-Class Classification with Signed Distance Function using 1-Lipschitz Neural Networks ICML 2023 Robust Perception through Equivariance ICML 2023 Rotation-Scale Equivariant Steerable Filters MIDL 2023 Rule By Example: Harnessing Logical Rules for Explainable Hate Speech Detection ACL 2023 R-U-SURE? Uncertainty-Aware Code Suggestions By Maximizing Utility Across Random User Intents ICML 2023 SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency EMNLP 2023 SAFARI: Versatile and Efficient Evaluations for Robustness of Interpretability ICCV 2023 Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods ACL 2023 SAME: Uncovering GNN Black Box with Structure-aware Shapley-based Multipiece Explanations NeurIPS 2023 Sample based Explanations via Generalized Representers NeurIPS 2023 Sample Efficient Paradigms for Personalized Assessment of Taskable AI Systems IJCAI 2023 Scalable and Explainable Automated Scoring for Open-Ended Constructed Response Math Word Problems ACL 2023 Scale Alone Does not Improve Mechanistic Interpretability in Vision Models NeurIPS 2023 Schema Inference for Interpretable Image Classification ICLR 2023 Schema-learning and rebinding as mechanisms of in-context learning and emergence NeurIPS 2023 SEAT: Stable and Explainable Attention AAAI 2023 Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images NeurIPS 2023 Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning ICLR 2023 Self-Consistency of Large Language Models under Ambiguity EMNLP 2023