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07/10/2023
Hierarchical Semantic Tree Concept Whitening for Interpretable Image Classification
With the popularity of deep neural networks (DNNs), model interpretabili...
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05/19/2023
Group fairness without demographics using social networks
Group fairness is a popular approach to prevent unfavorable treatment of...
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04/21/2023
Deep-Learning-based Fast and Accurate 3D CT Deformable Image Registration in Lung Cancer
Purpose: In some proton therapy facilities, patient alignment relies on ...
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03/27/2023
Core-Periphery Principle Guided Redesign of Self-Attention in Transformers
Designing more efficient, reliable, and explainable neural network archi...
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03/27/2023
Coupling Artificial Neurons in BERT and Biological Neurons in the Human Brain
Linking computational natural language processing (NLP) models and neura...
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10/12/2022
BiaScope: Visual Unfairness Diagnosis for Graph Embeddings
The issue of bias (i.e., systematic unfairness) in machine learning mode...
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05/25/2022
Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learning
Learning harmful shortcuts such as spurious correlations and biases prev...
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09/27/2021
How Low Can You Go? Practical cold-start performance limits in FaaS
Function-as-a-Service (FaaS) has recently emerged as a new cloud computi...
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03/16/2021
RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity
We present RAWLSNET, a system for altering Bayesian Network (BN) models ...
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03/02/2021
Feature-Align Network and Knowledge Distillation for Efficient Denoising
Deep learning-based RAW image denoising is a quintessential problem in i...
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05/15/2020
Evolving Antennas for Ultra-High Energy Neutrino Detection
Evolutionary algorithms borrow from biology the concepts of mutation and...
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05/17/2017
Automatic Vertebra Labeling in Large-Scale 3D CT using Deep Image-to-Image Network with Message Passing and Sparsity Regularization
Automatic localization and labeling of vertebra in 3D medical images pla...
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11/12/2015
Human Curation and Convnets: Powering Item-to-Item Recommendations on Pinterest
This paper presents Pinterest Related Pins, an item-to-item recommendati...
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05/28/2015