| LLMRec: Benchmarking Large Language Models on Recommendation Task | Aug 23, 2023 | BenchmarkingExplanation Generation | CodeCode Available | 1 |
| Adapting to Change: Robust Counterfactual Explanations in Dynamic Data Landscapes | Aug 4, 2023 | Binary ClassificationContrastive Learning | CodeCode Available | 0 |
| Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for Explainability | Jul 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 0 |
| Explaining Competitive-Level Programming Solutions using LLMs | Jul 11, 2023 | Code GenerationExplanation Generation | —Unverified | 0 |
| Effects of Explanation Specificity on Passengers in Autonomous Driving | Jul 2, 2023 | Autonomous DrivingExplanation Generation | —Unverified | 0 |
| Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation | Jun 29, 2023 | DecoderExplanation Generation | CodeCode Available | 1 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 |
| Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture | May 22, 2023 | Active LearningDecision Making | CodeCode Available | 0 |
| Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models | May 22, 2023 | Conversational RecommendationExplanation Generation | CodeCode Available | 1 |
| Explaining black box text modules in natural language with language models | May 17, 2023 | Explanation Generation | CodeCode Available | 1 |
| Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering | May 14, 2023 | Explanation GenerationQuestion Answering | —Unverified | 0 |
| Explainable Recommender with Geometric Information Bottleneck | May 9, 2023 | Explanation GenerationRecommendation Systems | —Unverified | 0 |
| Textual Explanations for Automated Commentary Driving | Apr 12, 2023 | Autonomous VehiclesExplanation Generation | CodeCode Available | 0 |
| Efficiently Explaining CSPs with Unsatisfiable Subset Optimization (extended algorithms and examples) | Mar 21, 2023 | Explanation Generation | —Unverified | 0 |
| Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations | Mar 16, 2023 | Explanation Generation | CodeCode Available | 0 |
| Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images | Mar 13, 2023 | Common Sense ReasoningExplanation Generation | —Unverified | 0 |
| Parallel Sentence-Level Explanation Generation for Real-World Low-Resource Scenarios | Feb 21, 2023 | Explanation GenerationNatural Language Inference | —Unverified | 0 |
| Towards a Unified Model for Generating Answers and Explanations in Visual Question Answering | Jan 25, 2023 | DecoderExplanation Generation | —Unverified | 0 |
| Variational Causal Inference Network for Explanatory Visual Question Answering | Jan 1, 2023 | Explanation GenerationExplanatory Visual Question Answering | CodeCode Available | 1 |
| Explanation Regeneration via Information Bottleneck | Dec 19, 2022 | Explanation GenerationLanguage Modeling | CodeCode Available | 0 |
| Harnessing the Power of Multi-Task Pretraining for Ground-Truth Level Natural Language Explanations | Dec 8, 2022 | Explanation GenerationVisual Entailment | CodeCode Available | 1 |
| CodeExp: Explanatory Code Document Generation | Nov 25, 2022 | Explanation GenerationText Generation | CodeCode Available | 1 |
| OCTET: Object-aware Counterfactual Explanations | Nov 22, 2022 | Autonomous Drivingcounterfactual | CodeCode Available | 1 |
| Unsupervised Explanation Generation via Correct Instantiations | Nov 21, 2022 | Explanation Generation | —Unverified | 0 |
| Towards Reasoning-Aware Explainable VQA | Nov 9, 2022 | DecoderExplanation Generation | —Unverified | 0 |
| Motif-guided Time Series Counterfactual Explanations | Nov 8, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Retrieval augmentation of large language models for lay language generation | Nov 7, 2022 | Explanation GenerationRetrieval | CodeCode Available | 1 |
| Towards Human Cognition Level-based Experiment Design for Counterfactual Explanations (XAI) | Oct 31, 2022 | counterfactualExplainable artificial intelligence | —Unverified | 0 |
| ExPUNations: Augmenting Puns with Keywords and Explanations | Oct 24, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 0 |
| CLEAR: Generative Counterfactual Explanations on Graphs | Oct 16, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation | Oct 14, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Explanations from Large Language Models Make Small Reasoners Better | Oct 13, 2022 | Explanation GenerationIn-Context Learning | —Unverified | 0 |
| FASTER-CE: Fast, Sparse, Transparent, and Robust Counterfactual Explanations | Oct 12, 2022 | counterfactualExplanation Generation | —Unverified | 0 |
| Formal Semantic Geometry over Transformer-based Variational AutoEncoder | Oct 12, 2022 | DisentanglementExplanation Generation | —Unverified | 0 |
| Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT | Oct 9, 2022 | Explanation Generation | CodeCode Available | 0 |
| Exploring Effectiveness of Explanations for Appropriate Trust: Lessons from Cognitive Psychology | Oct 5, 2022 | Explanation GenerationFairness | —Unverified | 0 |
| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 |
| Learning to Generate Explanation from e-Hospital Services for Medical Suggestion | Oct 1, 2022 | Explanation GenerationMulti-Task Learning | CodeCode Available | 0 |
| UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation | Sep 28, 2022 | DiversityExplainable Recommendation | CodeCode Available | 0 |
| Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations | Sep 8, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components | Sep 8, 2022 | Explanation Generation | —Unverified | 0 |
| RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data | Sep 5, 2022 | Anomaly DetectionExplanation Generation | —Unverified | 0 |
| INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations | Sep 2, 2022 | Decision MakingDiversity | —Unverified | 0 |
| Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems | Aug 17, 2022 | Explainable RecommendationExplanation Generation | —Unverified | 0 |
| EGCR: Explanation Generation for Conversational Recommendation | Aug 17, 2022 | Conversational RecommendationExplanation Generation | —Unverified | 0 |
| Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives | Aug 2, 2022 | Explanation GenerationQuestion Answering | —Unverified | 0 |
| Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language Explanations | Jul 23, 2022 | Decision MakingExplanation Generation | CodeCode Available | 0 |
| Creating an Explainable Intrusion Detection System Using Self Organizing Maps | Jul 15, 2022 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | CodeCode Available | 1 |
| NN2Rules: Extracting Rule List from Neural Networks | Jul 4, 2022 | Decision MakingExplainable artificial intelligence | CodeCode Available | 0 |
