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Explainable Models

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Showing 1–50 of 128 papers

TitleStatusHype
Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained AnalysisCode2
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational PathologyCode1
ExDDV: A New Dataset for Explainable Deepfake Detection in VideoCode1
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networksCode1
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2Code1
CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning ModelsCode1
TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron ProvenanceCode1
Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local ExplanationsCode1
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QACode1
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series ClassificationCode1
Explaining Chest X-ray Pathologies in Natural LanguageCode1
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of ExplanationsCode1
UKP-SQUARE: An Online Platform for Question Answering ResearchCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
SLISEMAP: Supervised dimensionality reduction through local explanationsCode1
Physically Explainable CNN for SAR Image ClassificationCode1
Consistent Explanations by Contrastive LearningCode1
Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video CodingCode1
Discovery of Nonlinear Dynamical Systems using a Runge-Kutta Inspired Dictionary-based Sparse Regression ApproachCode1
EXTRA: Explanation Ranking Datasets for Explainable RecommendationCode1
Learning Universal Shape Dictionary for Realtime Instance SegmentationCode1
xFraud: Explainable Fraud Transaction DetectionCode1
Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time IntervalsCode1
CDT: Cascading Decision Trees for Explainable Reinforcement LearningCode1
Towards Musically Meaningful Explanations Using Source SeparationCode1
SegNBDT: Visual Decision Rules for SegmentationCode1
Interpretable Few-Shot Image Classification via Prototypical Concept-Guided Mixture of LoRA Experts—0
Explainability and Continual Learning meet Federated Learning at the Network Edge—0
Explainable post-training bias mitigation with distribution-based fairness metrics—0
Tell me why: Visual foundation models as self-explainable classifiersCode0
Forecasting the future development in quality and value of professional football players for applications in team management—0
Explainability for Vision Foundation Models: A Survey—0
Constructing and explaining machine learning models for chemistry: example of the exploration and design of boron-based Lewis acidsCode0
Concept Complement Bottleneck Model for Interpretable Medical Image Diagnosis—0
Reproducibility study of "LICO: Explainable Models with Language-Image Consistency"Code0
Explainable Diagnosis Prediction through Neuro-Symbolic Integration—0
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual ExplanationsCode0
HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype DetectionCode0
Density Adaptive Attention-based Speech Network: Enhancing Feature Understanding for Mental Health Disorders—0
Chemistry-informed Machine Learning Explains Calcium-binding Proteins Fuzzy Shape for Communicating Changes in the Atomic States of Calcium Ions—0
Benchmarking the Attribution Quality of Vision ModelsCode0
Predefined Prototypes for Intra-Class Separation and Disentanglement—0
Explainable Machine Learning and Deep Learning Models for Predicting TAS2R-Bitter Molecule Interactions—0
FreqRISE: Explaining time series using frequency maskingCode0
ProtoS-ViT: Visual foundation models for sparse self-explainable classificationsCode0
Accurate Explanation Model for Image Classifiers using Class Association EmbeddingCode0
Data Science Principles for Interpretable and Explainable AICode0
Large Language Models for Cyber Security: A Systematic Literature ReviewCode0
Stability of Explainable Recommendation—0
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