Interpretability

On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex EACL 2023 On Tackling Explanation Redundancy in Decision Trees (Extended Abstract) IJCAI 2023 On the Blind Spots of Model-Based Evaluation Metrics for Text Generation ACL 2023 On the Calibration of Large Language Models and Alignment EMNLP 2023 On the Complexity of SHAP-Score-Based Explanations: Tractability via Knowledge Compilation and Non-Approximability Results JMLR 2023 On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective NeurIPS 2023 On the Functional Similarity of Robust and Non-Robust Neural Representations ICML 2023 On the Impact of Knowledge Distillation for Model Interpretability ICML 2023 On the Interpretability and Significance of Bias Metrics in Texts: a PMI-based Approach ACL 2023 On the Paradox of Learning to Reason from Data IJCAI 2023 On the Privacy Risks of Algorithmic Recourse AISTATS 2023 On the Relationship Between Explanation and Prediction: A Causal View ICML 2023 On Translations between ML Models for XAI Purposes IJCAI 2023 On Uncertainty Calibration and Selective Generation in Probabilistic Neural Summarization: A Benchmark Study EMNLP 2023 Opinion Tree Parsing for Aspect-based Sentiment Analysis ACL 2023 Optimal Decision Tree Policies for Markov Decision Processes IJCAI 2023 Out-of-distribution Detection with Implicit Outlier Transformation ICLR 2023 Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023 PAC Prediction Sets for Large Language Models of Code ICML 2023 ParaFuzz: An Interpretability-Driven Technique for Detecting Poisoned Samples in NLP NeurIPS 2023 Parallel Neurosymbolic Integration with Concordia ICML 2023 Pardon my disfluency: The impact of disfluency effects on the perception of speaker competence and confidence Interspeech 2023 Peeking inside the black box: A Commonsense-aware Generative Framework for Explainable Complaint Detection ACL 2023 PersLEARN: Research Training through the Lens of Perspective Cultivation ACL 2023 PerturbScore: Connecting Discrete and Continuous Perturbations in NLP EMNLP 2023