| Attention is not Explanation | Feb 26, 2019 | Feature Importance | CodeCode Available | 3 | 5 |
| Inseq: An Interpretability Toolkit for Sequence Generation Models | Feb 27, 2023 | DecoderFeature Importance | CodeCode Available | 2 | 5 |
| Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End | Nov 10, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 | 5 |
| OpenFE: Automated Feature Generation with Expert-level Performance | Nov 22, 2022 | Feature Importance | CodeCode Available | 2 | 5 |
| An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records | Jun 13, 2024 | Adversarial RobustnessExplainable Artificial Intelligence (XAI) | CodeCode Available | 2 | 5 |
| Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models | Oct 28, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Feature Importance-aware Transferable Adversarial Attacks | Jul 29, 2021 | Feature Importance | CodeCode Available | 1 | 5 |
| GraphXAIN: Narratives to Explain Graph Neural Networks | Nov 4, 2024 | DescriptiveFeature Importance | CodeCode Available | 1 | 5 |
| Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? | Mar 12, 2022 | Explainable Artificial Intelligence (XAI)Feature Importance | CodeCode Available | 1 | 5 |
| Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation | Jun 26, 2020 | Atari GamesData Augmentation | CodeCode Available | 1 | 5 |
| Facial Expression Recognition in the Wild via Deep Attentive Center Loss | Jan 7, 2021 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 1 | 5 |
| Feature Importance Ranking for Deep Learning | Oct 18, 2020 | Combinatorial OptimizationDeep Learning | CodeCode Available | 1 | 5 |
| Group-level Brain Decoding with Deep Learning | May 27, 2022 | Brain DecodingDeep Learning | CodeCode Available | 1 | 5 |
| Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional Benchmark | Jun 8, 2022 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Evaluating the Explainers: Black-Box Explainable Machine Learning for Student Success Prediction in MOOCs | Jul 1, 2022 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 | 5 |
| ControlBurn: Feature Selection by Sparse Forests | Jul 1, 2021 | Feature Importancefeature selection | CodeCode Available | 1 | 5 |
| Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset | Nov 2, 2020 | Feature ImportancePerson Re-Identification | CodeCode Available | 1 | 5 |
| Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels | Sep 25, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 | 5 |
| Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees | May 18, 2019 | Feature EngineeringFeature Importance | CodeCode Available | 1 | 5 |
| Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation Models | Mar 12, 2024 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 | 5 |
| GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games | Jan 28, 2022 | AttributeFeature Importance | CodeCode Available | 1 | 5 |
| Explaining Time Series Predictions with Dynamic Masks | Jun 9, 2021 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 | 5 |
| Counterfactual Shapley Additive Explanations | Oct 27, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification | Jul 11, 2024 | Domain AdaptationFairness | CodeCode Available | 1 | 5 |
| Benchmarking Deep Learning Interpretability in Time Series Predictions | Oct 26, 2020 | BenchmarkingDeep Learning | CodeCode Available | 1 | 5 |
| Feature Importance Explanations for Temporal Black-Box Models | Feb 23, 2021 | Feature Importance | CodeCode Available | 1 | 5 |
| FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction | May 23, 2019 | Click-Through Rate PredictionFeature Importance | CodeCode Available | 1 | 5 |
| fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms | Nov 23, 2022 | Automated Feature EngineeringBenchmarking | CodeCode Available | 1 | 5 |
| CAFO: Feature-Centric Explanation on Time Series Classification | Jun 3, 2024 | ClassificationFeature Importance | CodeCode Available | 1 | 5 |
| CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models | Dec 6, 2023 | Feature ImportancePhilosophy | CodeCode Available | 1 | 5 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud | Sep 7, 2021 | Bias DetectionBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Cards Against AI: Predicting Humor in a Fill-in-the-blank Party Game | Oct 24, 2022 | Feature Importance | CodeCode Available | 1 | 5 |
| agtboost: Adaptive and Automatic Gradient Tree Boosting Computations | Aug 28, 2020 | Feature Importance | CodeCode Available | 1 | 5 |
| Compressing Features for Learning with Noisy Labels | Jun 27, 2022 | Feature CompressionFeature Importance | CodeCode Available | 1 | 5 |
| Concept Activation Regions: A Generalized Framework For Concept-Based Explanations | Sep 22, 2022 | Feature Importance | CodeCode Available | 1 | 5 |
| A Matlab Toolbox for Feature Importance Ranking | Mar 10, 2020 | Feature Importancefeature selection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG Data | May 5, 2022 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 | 5 |
| Discretized Integrated Gradients for Explaining Language Models | Aug 31, 2021 | Feature ImportanceSentiment Analysis | CodeCode Available | 1 | 5 |
| CAFE-AD: Cross-Scenario Adaptive Feature Enhancement for Trajectory Planning in Autonomous Driving | Apr 9, 2025 | Autonomous DrivingFeature Importance | CodeCode Available | 1 | 5 |
| A Unified Approach to Interpreting Model Predictions | May 22, 2017 | Feature ImportanceImage Attribution | CodeCode Available | 1 | 5 |
| E2E-FS: An End-to-End Feature Selection Method for Neural Networks | Dec 14, 2020 | Feature Importancefeature selection | CodeCode Available | 1 | 5 |
| All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation | Sep 29, 2024 | AllData Compression | CodeCode Available | 1 | 5 |
| Explainable Global Wildfire Prediction Models using Graph Neural Networks | Feb 11, 2024 | BenchmarkingCommunity Detection | CodeCode Available | 1 | 5 |
| Explainable Multilayer Graph Neural Network for Cancer Gene Prediction | Jan 20, 2023 | Feature ImportanceGraph Learning | CodeCode Available | 1 | 5 |
| Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation | Dec 16, 2021 | Feature ImportanceScene Understanding | CodeCode Available | 1 | 5 |
| Calibrated Explanations: with Uncertainty Information and Counterfactuals | May 3, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 | 5 |
