| Attention is not Explanation | Feb 26, 2019 | Feature Importance | CodeCode Available | 3 |
| Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models | Oct 28, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 2 |
| An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records | Jun 13, 2024 | Adversarial RobustnessExplainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| Inseq: An Interpretability Toolkit for Sequence Generation Models | Feb 27, 2023 | DecoderFeature Importance | CodeCode Available | 2 |
| OpenFE: Automated Feature Generation with Expert-level Performance | Nov 22, 2022 | Feature Importance | CodeCode Available | 2 |
| Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End | Nov 10, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| CAFE-AD: Cross-Scenario Adaptive Feature Enhancement for Trajectory Planning in Autonomous Driving | Apr 9, 2025 | Autonomous DrivingFeature Importance | CodeCode Available | 1 |
| Underwater Image Restoration via Polymorphic Large Kernel CNNs | Dec 24, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 1 |
| WinTSR: A Windowed Temporal Saliency Rescaling Method for Interpreting Time Series Deep Learning Models | Dec 5, 2024 | Feature ImportanceTime Series | CodeCode Available | 1 |
| GraphXAIN: Narratives to Explain Graph Neural Networks | Nov 4, 2024 | DescriptiveFeature Importance | CodeCode Available | 1 |
| High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented Transformer | Oct 30, 2024 | Document EnhancementFeature Importance | CodeCode Available | 1 |
| Going Beyond H&E and Oncology: How Do Histopathology Foundation Models Perform for Multi-stain IHC and Immunology? | Oct 28, 2024 | Feature ImportanceMultiple Instance Learning | CodeCode Available | 1 |
| Neural Reasoning Networks: Efficient Interpretable Neural Networks With Automatic Textual Explanations | Oct 10, 2024 | FairnessFeature Importance | CodeCode Available | 1 |
| All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation | Sep 29, 2024 | AllData Compression | CodeCode Available | 1 |
| MusicLIME: Explainable Multimodal Music Understanding | Sep 16, 2024 | Decision MakingFairness | CodeCode Available | 1 |
| Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models | Aug 7, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 1 |
| FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification | Jul 11, 2024 | Domain AdaptationFairness | CodeCode Available | 1 |
| CAFO: Feature-Centric Explanation on Time Series Classification | Jun 3, 2024 | ClassificationFeature Importance | CodeCode Available | 1 |
| Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation Models | Mar 12, 2024 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Explainable Global Wildfire Prediction Models using Graph Neural Networks | Feb 11, 2024 | BenchmarkingCommunity Detection | CodeCode Available | 1 |
| Deep Learning for Gamma-Ray Bursts: A data driven event framework for X/Gamma-Ray analysis in space telescopes | Jan 28, 2024 | Anomaly DetectionExplainable artificial intelligence | CodeCode Available | 1 |
| CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models | Dec 6, 2023 | Feature ImportancePhilosophy | CodeCode Available | 1 |
| Sweetwater: An interpretable and adaptive autoencoder for efficient tissue deconvolution | Nov 20, 2023 | Feature Importance | CodeCode Available | 1 |
| Transformer-based nowcasting of radar composites from satellite images for severe weather | Oct 30, 2023 | Feature Importance | CodeCode Available | 1 |
| Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations | Oct 23, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
