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Explainable Models

Papers

Showing 76–100 of 128 papers

TitleStatusHype
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Nuclei panoptic segmentation and composition regression with multi-task deep neural networks—0
SLISEMAP: Supervised dimensionality reduction through local explanationsCode1
CoNIC: Colon Nuclei Identification and Counting Challenge 2022—0
A deep convolutional neural network for classification of Aedes albopictus mosquitoes—0
From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems—0
Physically Explainable CNN for SAR Image ClassificationCode1
Deconfounded and Explainable Interactive Vision-Language Retrieval of Complex Scenes—0
Think Before You Speak: Explicitly Generating Implicit Commonsense Knowledge for Response Generation—0
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction—0
Consistent Explanations by Contrastive LearningCode1
FaxPlainAC: A Fact-Checking Tool Based on EXPLAINable Models with HumAn Correction in the Loop—0
Global and Local Interpretation of black-box Machine Learning models to determine prognostic factors from early COVID-19 dataCode0
Deriving Explanation of Deep Visual Saliency Models—0
A Framework for Learning Ante-hoc Explainable Models via ConceptsCode0
Distinguishing Healthy Ageing from Dementia: a Biomechanical Simulation of Brain Atrophy using Deep Networks—0
Mixture of Linear Models Co-supervised by Deep Neural Networks—0
UAlberta at SemEval-2021 Task 2: Determining Sense Synonymy via Translations—0
When and How to Fool Explainable Models (and Humans) with Adversarial ExamplesCode0
An XAI Approach to Deep Learning Models in the Detection of DCIS—0
Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video CodingCode1
Causality in Neural Networks -- An Extended Abstract—0
Discovery of Nonlinear Dynamical Systems using a Runge-Kutta Inspired Dictionary-based Sparse Regression ApproachCode1
Attack-agnostic Adversarial Detection on Medical Data Using Explainable Machine LearningCode0
Wider Vision: Enriching Convolutional Neural Networks via Alignment to External Knowledge Bases—0
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