| CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations | Sep 15, 2021 | counterfactualExplanation Generation | —Unverified | 0 |
| Diagnostics-Guided Explanation Generation | Sep 8, 2021 | DiagnosticExplanation Generation | —Unverified | 0 |
| Are Training Resources Insufficient? Predict First Then Explain! | Aug 29, 2021 | Decision MakingExplanation Generation | —Unverified | 0 |
| AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal Explanations | Aug 26, 2021 | Aspect-Based Sentiment Analysis (ABSA)Explanation Generation | CodeCode Available | 1 |
| A Framework for Learning Ante-hoc Explainable Models via Concepts | Aug 25, 2021 | Explainable ModelsExplanation Generation | CodeCode Available | 0 |
| Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model | Aug 21, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Explanations for CommonsenseQA: New Dataset and Models | Aug 1, 2021 | Common Sense ReasoningExplanation Generation | —Unverified | 0 |
| Automatic Claim Review for Climate Science via Explanation Generation | Jul 30, 2021 | DecoderExplanation Generation | —Unverified | 0 |
| Explainable Debugger for Black-box Machine Learning Models | Jul 18, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 0 |
| How to Do Human Evaluation: Best Practices for User Studies in NLP | Jul 17, 2021 | Explanation GenerationMachine Translation | —Unverified | 0 |
| Not all users are the same: Providing personalized explanations for sequential decision making problems | Jun 23, 2021 | AllClustering | —Unverified | 0 |
| An Information Retrieval Approach to Building Datasets for Hate Speech Detection | Jun 17, 2021 | Active LearningExplanation Generation | CodeCode Available | 0 |
| Generating Contrastive Explanations for Inductive Logic Programming Based on a Near Miss Approach | Jun 15, 2021 | Explanation GenerationInductive logic programming | —Unverified | 0 |
| A Three-step Method for Multi-Hop Inference Explanation Regeneration | Jun 1, 2021 | Explanation GenerationRe-Ranking | —Unverified | 0 |
| Generating High-Quality Explanations for Navigation in Partially-Revealed Environments | May 21, 2021 | counterfactualExplanation Generation | CodeCode Available | 0 |
| Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks | May 18, 2021 | AttributeExplanation Generation | CodeCode Available | 1 |
| A Framework of Explanation Generation toward Reliable Autonomous Robots | May 6, 2021 | Decision MakingExplanation Generation | —Unverified | 0 |
| Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards | May 5, 2021 | Explanation Generationvalid | —Unverified | 0 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 |
| Explanation as a Defense of Recommendation | Jan 24, 2021 | Explanation Generation | —Unverified | 0 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 |
| Generate Natural Language Explanations for Recommendation | Jan 9, 2021 | DenoisingExplainable Recommendation | —Unverified | 0 |
| Which Linguist Invented the Lightbulb? Presupposition Verification for Question-Answering | Jan 2, 2021 | Explanation GenerationNatural Questions | —Unverified | 0 |
| Causal Screening to Interpret Graph Neural Networks | Jan 1, 2021 | Explanation Generation | —Unverified | 0 |
| Are We On The Same Page? Hierarchical Explanation Generation for Planning Tasks in Human-Robot Teaming using Reinforcement Learning | Dec 22, 2020 | AI AgentDecision Making | —Unverified | 0 |
