Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18
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9781450359238

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PANEL: Open panel and discussion on tackling complexity, reproducibility and tech transfer challenges in a rapidly evolving AI/ML/systems research

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3233976 ◽

2018 ◽

Author(s):

Grigori Fursin ◽

Thierry Moreau ◽

Hillery Hunter ◽

Yiran Chen ◽

Charles Qi ◽

...

Keyword(s):

Systems Research

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Real-Time Image Recognition Using Collaborative IoT Devices

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3229765 ◽

2018 ◽

Author(s):

Ramyad Hadidi ◽

Jiashen Cao ◽

Matthew Woodward ◽

Michael S. Ryoo ◽

Hyesoon Kim

Keyword(s):

Real Time ◽

Image Recognition ◽

Real Time Image ◽

Iot Devices ◽

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Highly Efficient 8-bit Low Precision Inference of Convolutional Neural Networks with IntelCaffe

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3229763 ◽

2018 ◽

Author(s):

Jiong Gong ◽

Haihao Shen ◽

Guoming Zhang ◽

Xiaoli Liu ◽

Shane Li ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Highly Efficient

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Optimizing Deep Learning Workloads on ARM GPU with TVM

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3229764 ◽

2018 ◽

Author(s):

Lanmin Zheng ◽

Tianqi Chen

Keyword(s):

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Leveraging the VTA-TVM Hardware-Software Stack for FPGA Acceleration of 8-bit ResNet-18 Inference

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3229766 ◽

2018 ◽

Author(s):

Thierry Moreau ◽

Tianqi Chen ◽

Luis Ceze

Keyword(s):

Fpga Acceleration

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Multi-objective autotuning of MobileNets across the full software/hardware stack

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3229767 ◽

2018 ◽

Author(s):

Anton Lokhmotov ◽

Nikolay Chunosov ◽

Flavio Vella ◽

Grigori Fursin

Keyword(s):

Multi Objective

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Keynote

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning - ReQuEST '18 ◽

10.1145/3229762.3233974 ◽

2018 ◽

Author(s):

Yiran Chen

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