| 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 |
| Label-Free Explainability for Unsupervised Models | Mar 3, 2022 | Feature Importance | CodeCode Available | 1 |
| Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses | Feb 19, 2022 | DescriptiveEmotion Recognition | CodeCode Available | 1 |
| Rethinking Attention-Model Explainability through Faithfulness Violation Test | Jan 28, 2022 | DiagnosticFeature Importance | CodeCode Available | 1 |
| GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games | Jan 28, 2022 | AttributeFeature Importance | CodeCode Available | 1 |
| Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation | Dec 16, 2021 | Feature ImportanceScene Understanding | CodeCode Available | 1 |
| Counterfactual Shapley Additive Explanations | Oct 27, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud | Sep 7, 2021 | Bias DetectionBIG-bench Machine Learning | CodeCode Available | 1 |
| Discretized Integrated Gradients for Explaining Language Models | Aug 31, 2021 | Feature ImportanceSentiment Analysis | CodeCode Available | 1 |
| Temporal Dependencies in Feature Importance for Time Series Predictions | Jul 29, 2021 | Feature ImportanceTime Series | CodeCode Available | 1 |
| Feature Importance-aware Transferable Adversarial Attacks | Jul 29, 2021 | Feature Importance | CodeCode Available | 1 |
| Joint Shapley values: a measure of joint feature importance | Jul 23, 2021 | Feature Importance | CodeCode Available | 1 |
| ControlBurn: Feature Selection by Sparse Forests | Jul 1, 2021 | Feature Importancefeature selection | CodeCode Available | 1 |
| Explaining Time Series Predictions with Dynamic Masks | Jun 9, 2021 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations | Jun 1, 2021 | counterfactualFeature Importance | CodeCode Available | 1 |
| LFI-CAM: Learning Feature Importance for Better Visual Explanation | May 3, 2021 | ClassificationDecision Making | CodeCode Available | 1 |
| Grouped Feature Importance and Combined Features Effect Plot | Apr 23, 2021 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| Text Guide: Improving the quality of long text classification by a text selection method based on feature importance | Apr 15, 2021 | ClassificationExplainable artificial intelligence | CodeCode Available | 1 |
| Feature Importance Explanations for Temporal Black-Box Models | Feb 23, 2021 | Feature Importance | CodeCode Available | 1 |
| Facial Expression Recognition in the Wild via Deep Attentive Center Loss | Jan 7, 2021 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 1 |
| GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning | Dec 22, 2020 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| E2E-FS: An End-to-End Feature Selection Method for Neural Networks | Dec 14, 2020 | Feature Importancefeature selection | CodeCode Available | 1 |
| Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders | Dec 1, 2020 | ClusteringDenoising | CodeCode Available | 1 |
| TimeSHAP: Explaining Recurrent Models through Sequence Perturbations | Nov 30, 2020 | Decision MakingFeature Importance | CodeCode Available | 1 |
| Multi-View Adaptive Fusion Network for 3D Object Detection | Nov 2, 2020 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| 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 |
| Shapley Flow: A Graph-based Approach to Interpreting Model Predictions | Oct 27, 2020 | Feature Importance | CodeCode Available | 1 |
| Benchmarking Deep Learning Interpretability in Time Series Predictions | Oct 26, 2020 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| Measuring Association Between Labels and Free-Text Rationales | Oct 24, 2020 | Decision MakingFeature Importance | CodeCode Available | 1 |
| Feature Importance Ranking for Deep Learning | Oct 18, 2020 | Combinatorial OptimizationDeep Learning | CodeCode Available | 1 |
| Understanding Information Processing in Human Brain by Interpreting Machine Learning Models | Oct 17, 2020 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| Interpretable Machine Learning for COVID-19: An Empirical Study on Severity Prediction Task | Sep 30, 2020 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| agtboost: Adaptive and Automatic Gradient Tree Boosting Computations | Aug 28, 2020 | Feature Importance | CodeCode Available | 1 |
| Reliable Post hoc Explanations: Modeling Uncertainty in Explainability | Aug 11, 2020 | Feature Importance | CodeCode Available | 1 |
| Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance | Jul 21, 2020 | Anomaly DetectionFeature Importance | CodeCode Available | 1 |
| General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models | Jul 8, 2020 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors | Jun 27, 2020 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation | Jun 26, 2020 | Atari GamesData Augmentation | CodeCode Available | 1 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 |
| Nonparametric Feature Impact and Importance | Jun 8, 2020 | Feature Importancefeature selection | CodeCode Available | 1 |
| DBA: Distributed Backdoor Attacks against Federated Learning | May 1, 2020 | Backdoor AttackFeature Importance | CodeCode Available | 1 |
| Learning to Faithfully Rationalize by Construction | Apr 30, 2020 | Feature Importancetext-classification | CodeCode Available | 1 |
| Understanding Global Feature Contributions With Additive Importance Measures | Apr 1, 2020 | Feature Importance | CodeCode Available | 1 |
| Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI | Mar 16, 2020 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| A Matlab Toolbox for Feature Importance Ranking | Mar 10, 2020 | Feature Importancefeature selection | CodeCode Available | 1 |
| Explainability and Adversarial Robustness for RNNs | Dec 20, 2019 | Adversarial RobustnessFeature Importance | CodeCode Available | 1 |
| FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction | May 23, 2019 | Click-Through Rate PredictionFeature Importance | CodeCode Available | 1 |
| Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees | May 18, 2019 | Feature EngineeringFeature Importance | CodeCode Available | 1 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 |
| Interpretable machine learning: definitions, methods, and applications | Jan 14, 2019 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
