Search Results for author: Andre Fu

Found 5 papers, 1 papers with code

Leveraging Learning Metrics for Improved Federated Learning

no code implementations1 Sep 2023 Andre Fu

Currently in the federated setting, no learning schemes leverage the emerging research of explainable artificial intelligence (XAI) in particular the novel learning metrics that help determine how well a model is learning.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1

P4AI: Approaching AI Ethics through Principlism

no code implementations28 Nov 2021 Andre Fu, Elisa Ding, Mahdi S. Hosseini, Konstantinos N. Plataniotis

The field of computer vision is rapidly evolving, particularly in the context of new methods of neural architecture design.

Ethics

CONet: Channel Optimization for Convolutional Neural Networks

1 code implementation15 Aug 2021 Mahdi S. Hosseini, Jia Shu Zhang, Zhe Liu, Andre Fu, Jingxuan Su, Mathieu Tuli, Sepehr Hosseini, Arsh Kadakia, Haoran Wang, Konstantinos N. Plataniotis

To solve this, we introduce an efficient dynamic scaling algorithm -- CONet -- that automatically optimizes channel sizes across network layers for a given CNN.

Neural Architecture Search

Reconsidering CO2 emissions from Computer Vision

no code implementations18 Apr 2021 Andre Fu, Mahdi S. Hosseini, Konstantinos N. Plataniotis

To address these concerns, we propose adding "enforcement" as a pillar of ethical AI and provide some recommendations for how architecture designers and broader CV community can curb the climate crisis.

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