A Comprehensive Study of Real-World Bugs in Machine Learning Model Optimization

Author:

Guan Hao1,Xiao Ying2,Li Jiaying3,Liu Yepang2,Bai Guangdong1

Affiliation:

1. The University of Queensland,Brisbane,Australia

2. Southern University of Science and Technology,Shenzhen,China

3. Microsoft Software Technology Center Asia,Beijing,China

Publisher

IEEE

Reference54 articles.

1. Designing Energy-Efficient Convolutional Neural Networks Using Energy-Aware Pruning

2. Quantized neural networks: Training neural networks with low precision weights and activations;hubara;The Journal of Machine Learning Research,2017

3. ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression

4. The Deep Learning Compiler: A Comprehensive Survey

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1. Compatibility Issues in Deep Learning Systems: Problems and Opportunities;Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering;2023-11-30

2. Towards an Effective and Interpretable Refinement Approach for DNN Verification;2023 IEEE 23rd International Conference on Software Quality, Reliability, and Security (QRS);2023-10-22

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