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Explainable Artificial Intelligence (XAI)

Explainable Artificial Intelligence

Papers

Showing 150 of 1041 papers

TitleStatusHype
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraintsCode5
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
A Comprehensive Guide to Explainable AI: From Classical Models to LLMsCode2
Interpreting Object-level Foundation Models via Visual Precision SearchCode2
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare RecordsCode2
Adversarial attacks and defenses in explainable artificial intelligence: A surveyCode2
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
NeuroXAI: Adaptive, robust, explainable surrogate framework for determination of channel importance in EEG applicationCode1
TIMING: Temporality-Aware Integrated Gradients for Time Series ExplanationCode1
Time series saliency maps: explaining models across multiple domainsCode1
Explainable AI Components for Narrative Map ExtractionCode1
A Wearable Device Dataset for Mental Health Assessment Using Laser Doppler Flowmetry and Fluorescence Spectroscopy SensorsCode1
Confident Teacher, Confident Student? A Novel User Study Design for Investigating the Didactic Potential of Explanations and their Impact on UncertaintyCode1
Collision Probability Distribution Estimation via Temporal Difference LearningCode1
A Fresh Look at Sanity Checks for Saliency MapsCode1
MCPNet: An Interpretable Classifier via Multi-Level Concept PrototypesCode1
Automatic Extraction of Linguistic Description from Fuzzy Rule BaseCode1
An Ensemble Framework for Explainable Geospatial Machine Learning ModelsCode1
LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception TasksCode1
Deep Learning for Gamma-Ray Bursts: A data driven event framework for X/Gamma-Ray analysis in space telescopesCode1
Word-Level ASR Quality Estimation for Efficient Corpus Sampling and Post-Editing through Analyzing Attentions of a Reference-Free MetricCode1
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept AlignmentCode1
Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation TestCode1
Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image RecognitionCode1
Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local ExplanationsCode1
Extracting human interpretable structure-property relationships in chemistry using XAI and large language modelsCode1
Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanationsCode1
IoTGeM: Generalizable Models for Behaviour-Based IoT Attack DetectionCode1
In-Context Explainers: Harnessing LLMs for Explaining Black Box ModelsCode1
Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentationCode1
Extending CAM-based XAI methods for Remote Sensing Imagery SegmentationCode1
Explaining Predictive Uncertainty with Information Theoretic Shapley ValuesCode1
Insights Into the Inner Workings of Transformer Models for Protein Function PredictionCode1
Calibrated Explanations for RegressionCode1
FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI MethodsCode1
WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological AttributesCode1
ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific WritingCode1
Unlocking the black box of CNNs: Visualising the decision-making process with PRISMCode1
Calibrated Explanations: with Uncertainty Information and CounterfactualsCode1
An XAI framework for robust and transparent data-driven wind turbine power curve modelsCode1
Deep-BIAS: Detecting Structural Bias using Explainable AICode1
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep ModelsCode1
Towards Trust of Explainable AI in Thyroid Nodule DiagnosisCode1
The Meta-Evaluation Problem in Explainable AI: Identifying Reliable Estimators with MetaQuantusCode1
BALANCE: Bayesian Linear Attribution for Root Cause LocalizationCode1
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