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Explainable Artificial Intelligence (XAI)

Explainable Artificial Intelligence

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TitleStatusHype
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraintsCode5
Adversarial attacks and defenses in explainable artificial intelligence: A surveyCode2
Interpreting Object-level Foundation Models via Visual Precision SearchCode2
PnPXAI: A Universal XAI Framework Providing Automatic Explanations Across Diverse Modalities and ModelsCode2
Explainable AI in Spatial AnalysisCode2
Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained AnalysisCode2
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
A Comprehensive Guide to Explainable AI: From Classical Models to LLMsCode2
Recipro-CAM: Fast gradient-free visual explanations for convolutional neural networksCode2
OmniXAI: A Library for Explainable AICode2
Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations and BeyondCode2
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare RecordsCode2
Insights Into the Inner Workings of Transformer Models for Protein Function PredictionCode1
Guidelines and Evaluation of Clinical Explainable AI in Medical Image AnalysisCode1
AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple BenchmarkCode1
FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI MethodsCode1
Extending CAM-based XAI methods for Remote Sensing Imagery SegmentationCode1
Extracting human interpretable structure-property relationships in chemistry using XAI and large language modelsCode1
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural NetworksCode1
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine LearningCode1
BALANCE: Bayesian Linear Attribution for Root Cause LocalizationCode1
Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local ExplanationsCode1
Calibrated Explanations for RegressionCode1
Calibrated Explanations: with Uncertainty Information and CounterfactualsCode1
Forecasting Bitcoin volatility spikes from whale transactions and CryptoQuant data using Synthesizer Transformer modelsCode1
From Attribution Maps to Human-Understandable Explanations through Concept Relevance PropagationCode1
Automatic Extraction of Linguistic Description from Fuzzy Rule BaseCode1
A Fresh Look at Sanity Checks for Saliency MapsCode1
Proposed Guidelines for the Responsible Use of Explainable Machine LearningCode1
How Much Can I Trust You? -- Quantifying Uncertainties in Explaining Neural NetworksCode1
Explainable AI Components for Narrative Map ExtractionCode1
Explainable Deep Learning Methods in Medical Image Classification: A SurveyCode1
From Black Boxes to Conversations: Incorporating XAI in a Conversational AgentCode1
Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional BenchmarkCode1
Embedded Encoder-Decoder in Convolutional Networks Towards Explainable AICode1
Deep Learning for Gamma-Ray Bursts: A data driven event framework for X/Gamma-Ray analysis in space telescopesCode1
In-Context Explainers: Harnessing LLMs for Explaining Black Box ModelsCode1
Deletion and Insertion Tests in Regression ModelsCode1
A Wearable Device Dataset for Mental Health Assessment Using Laser Doppler Flowmetry and Fluorescence Spectroscopy SensorsCode1
Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical EvaluationCode1
Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements?Code1
Explainable AI for Bioinformatics: Methods, Tools, and ApplicationsCode1
An Ensemble Framework for Explainable Geospatial Machine Learning ModelsCode1
ContrXT: Generating Contrastive Explanations from any Text ClassifierCode1
BayLIME: Bayesian Local Interpretable Model-Agnostic ExplanationsCode1
BASED-XAI: Breaking Ablation Studies Down for Explainable Artificial IntelligenceCode1
ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific WritingCode1
Causality-Aware Local Interpretable Model-Agnostic ExplanationsCode1
Collision Probability Distribution Estimation via Temporal Difference LearningCode1
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley ValuesCode1
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