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Explainable Models

Papers

Showing 125 of 128 papers

TitleStatusHype
Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained AnalysisCode2
Towards Musically Meaningful Explanations Using Source SeparationCode1
CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning ModelsCode1
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of ExplanationsCode1
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
SLISEMAP: Supervised dimensionality reduction through local explanationsCode1
Learning Universal Shape Dictionary for Realtime Instance SegmentationCode1
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2Code1
Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time IntervalsCode1
Physically Explainable CNN for SAR Image ClassificationCode1
TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron ProvenanceCode1
SegNBDT: Visual Decision Rules for SegmentationCode1
Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video CodingCode1
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational PathologyCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Discovery of Nonlinear Dynamical Systems using a Runge-Kutta Inspired Dictionary-based Sparse Regression ApproachCode1
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series ClassificationCode1
CDT: Cascading Decision Trees for Explainable Reinforcement LearningCode1
ExDDV: A New Dataset for Explainable Deepfake Detection in VideoCode1
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networksCode1
Explaining Chest X-ray Pathologies in Natural LanguageCode1
Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local ExplanationsCode1
EXTRA: Explanation Ranking Datasets for Explainable RecommendationCode1
Consistent Explanations by Contrastive LearningCode1
UKP-SQUARE: An Online Platform for Question Answering ResearchCode1
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