Interpretability

A Language-Based Approach to Fake News Detection Through Interpretable Features and BRNN COLING 2020 A Model-Driven Deep Neural Network for Single Image Rain Removal CVPR 2020 A Multi-Hypothesis Approach to Color Constancy CVPR 2020 Analyzing analytical methods: The case of phonology in neural models of spoken language ACL 2020 Analyzing Individual Neurons in Pre-trained Language Models EMNLP 2020 An Anomaly Detection and Explainability Framework using Convolutional Autoencoders for Data Storage Systems IJCAI 2020 An Empirical Investigation of Beam-Aware Training in Supertagging EMNLP 2020 An Evaluation of the Doctor-Interpretability of Generalized Additive Models with Interactions MLHC 2020 A New Approach to Plan-Space Explanation: Analyzing Plan-Property Dependencies in Oversubscription Planning AAAI 2020 A New Perspective on Learning Context-Specific Independence PGM 2020 An Information Bottleneck Approach for Controlling Conciseness in Rationale Extraction EMNLP 2020 An information theoretic view on selecting linguistic probes EMNLP 2020 An Investigation of Why Overparameterization Exacerbates Spurious Correlations ICML 2020 Annotation and Classification of Evidence and Reasoning Revisions in Argumentative Writing ACL 2020 A Programmatic and Semantic Approach to Explaining and Debugging Neural Network Based Object Detectors CVPR 2020 Asking and Answering Questions to Evaluate the Factual Consistency of Summaries ACL 2020 Asking without Telling: Exploring Latent Ontologies in Contextual Representations EMNLP 2020 Assessing Human-Parity in Machine Translation on the Segment Level EMNLP 2020 Assessing Robustness of Text Classification through Maximal Safe Radius Computation EMNLP 2020 Assessing SATNet's Ability to Solve the Symbol Grounding Problem NeurIPS 2020 Assessing the Helpfulness of Learning Materials with Inference-Based Learner-Like Agent EMNLP 2020 A Survey of the State of Explainable AI for Natural Language Processing AACL 2020 Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability NeurIPS 2020 A Tale of Two Linkings: Dynamically Gating between Schema Linking and Structural Linking for Text-to-SQL Parsing COLING 2020 A Theory of Usable Information under Computational Constraints ICLR 2020