Interpretability

The Shapley Value in Machine Learning IJCAI 2022 Threading the Needle of On and Off-Manifold Value Functions for Shapley Explanations AISTATS 2022 TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs AAAI 2022 Toward Automatic Discourse Parsing of Student Writing Motivated by Neural Interpretation NAACL 2022 Toward Faithful Case-based Reasoning through Learning Prototypes in a Nearest Neighbor-friendly Space. ICLR 2022 Toward Policy Explanations for Multi-Agent Reinforcement Learning IJCAI 2022 Towards Automating Model Explanations with Certified Robustness Guarantees AAAI 2022 Towards Better Understanding Attribution Methods CVPR 2022 Towards Collaborative Neural-Symbolic Graph Semantic Parsing via Uncertainty ACL 2022 Towards Creativity Characterization of Generative Models via Group-Based Subset Scanning IJCAI 2022 Towards Disentangling Information Paths with Coded ResNeXt NeurIPS 2022 Towards Efficient Dialogue Pre-training with Transferable and Interpretable Latent Structure EMNLP 2022 Towards Explainable Action Recognition by Salient Qualitative Spatial Object Relation Chains AAAI 2022 Towards Explainable Evaluation of Language Models on the Semantic Similarity of Visual Concepts COLING 2022 Towards Explaining Subjective Ground of Individuals on Social Media EMNLP 2022 Towards Fair Evaluation of Dialogue State Tracking by Flexible Incorporation of Turn-level Performances ACL 2022 Towards Fine-Grained Reasoning for Fake News Detection AAAI 2022 Towards Improving Faithfulness in Abstractive Summarization NeurIPS 2022 Towards Interactivity and Interpretability: A Rationale-based Legal Judgment Prediction Framework EMNLP 2022 Towards Opening the Black Box of Neural Machine Translation: Source and Target Interpretations of the Transformer EMNLP 2022 Towards Structure-aware Paraphrase Identification with Phrase Alignment Using Sentence Encoders COLING 2022 Towards the Quantitative Interpretability Analysis of Citizens Happiness Prediction IJCAI 2022 Towards Tracing Knowledge in Language Models Back to the Training Data EMNLP 2022 Towards Transparent Interactive Semantic Parsing via Step-by-Step Correction ACL 2022 Towards Understanding Large-Scale Discourse Structures in Pre-Trained and Fine-Tuned Language Models NAACL 2022