| 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 |
| Feature Importance-aware Transferable Adversarial Attacks | Jul 29, 2021 | Feature Importance | CodeCode Available | 1 |
| Temporal Dependencies in Feature Importance for Time Series Predictions | Jul 29, 2021 | Feature ImportanceTime Series | 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 |
| 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 |
