Interpretability

Controlled tasks for model analysis: Retrieving discrete information from sequences EMNLP 2021 Controlling Neural Networks with Rule Representations NeurIPS 2021 Convolutional Dynamic Alignment Networks for Interpretable Classifications CVPR 2021 ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining ACL 2021 Counterfactual Explanations for Oblique Decision Trees:Exact, Efficient Algorithms AAAI 2021 Counterfactual Explanations for Optimization-Based Decisions in the Context of the GDPR IJCAI 2021 Counterfactual Explanations in Sequential Decision Making Under Uncertainty NeurIPS 2021 Counterfactual Supporting Facts Extraction for Explainable Medical Record Based Diagnosis with Graph Network NAACL 2021 Counterfactual VQA: A Cause-Effect Look at Language Bias CVPR 2021 Creating Interpretable Data-Driven Approaches for Remote Health Monitoring AAAI 2021 CROCS: Clustering and Retrieval of Cardiac Signals Based on Patient Disease Class, Sex, and Age NeurIPS 2021 Cross-Topic Rumor Detection using Topic-Mixtures EACL 2021 Cryptonite: A Cryptic Crossword Benchmark for Extreme Ambiguity in Language EMNLP 2021 CTRL-C: Camera Calibration TRansformer With Line-Classification ICCV 2021 dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python JMLR 2021 DANCE: Enhancing saliency maps using decoys ICML 2021 Data Efficient Algorithms and Interpretability Requirements for Personalized Assessment of Taskable AI Systems IJCAI 2021 Debiasing Concept-based Explanations with Causal Analysis ICLR 2021 Decision-Guided Weighted Automata Extraction from Recurrent Neural Networks AAAI 2021 Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable EMNLP 2021 Decomposition-Guided Reductions for Argumentation and Treewidth IJCAI 2021 DeepOpht: Medical Report Generation for Retinal Images via Deep Models and Visual Explanation WACV 2021 Dependency Patterns of Complex Sentences and Semantic Disambiguation for Abstract Meaning Representation Parsing ACL 2021 Designing Counterfactual Generators using Deep Model Inversion NeurIPS 2021 Detecting Adversarial Examples from Sensitivity Inconsistency of Spatial-Transform Domain AAAI 2021