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Oral
Mon Aug 29 04:00 PM -- 04:18 PM (PDT) @ Exhibit Hall A
MLPerf Mobile Inference Benchmark: An Industry-Standard Open-Source Machine Learning Benchmark for On-Device AI
In Systems for ML 1
Vijay Janapa Reddi · David Kanter · Peter Mattson · Jared Duke · Thai Nguyen · Ramesh Chukka · Ken Shiring · Koan-Sin Tan · Mark Charlebois · William Chou · Mostafa El-Khamy · Jungwook Hong · Tom St John · Cindy Trinh · Michael Buch · Mark Mazumder · Relja Markovic · Thomas Atta · Fatih Cakir · Masoud Charkhabi · Xiaodong Chen · Cheng-Ming Chiang · Dave Dexter · Terry Heo · Guenther Schmuelling · Maryam Shabani · Dylan Zika
Oral
Mon Aug 29 04:18 PM -- 04:36 PM (PDT) @ Exhibit Hall A
TorchSparse: Efficient Point Cloud Inference Engine
In Systems for ML 1
Haotian Tang · Zhijian Liu · Xiuyu Li · Yujun Lin · Song Han
Oral
Mon Aug 29 04:36 PM -- 04:54 PM (PDT) @ Exhibit Hall A
Hydrozoa: Dynamic Hybrid-Parallel DNN Training on Serverless Containers
In Systems for ML 1
Runsheng Guo · Victor Guo · Antonio Kim · Josh Hildred · Khuzaima Daudjee
Oral
Mon Aug 29 04:54 PM -- 05:12 PM (PDT) @ Exhibit Hall A
Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines
In Systems for ML 1
Michael Kuchnik · Ana Klimovic · Jiri Simsa · Virginia Smith · George Amvrosiadis
Oral
Mon Aug 29 05:12 PM -- 05:30 PM (PDT) @ Exhibit Hall A
Graphiler: Optimizing Graph Neural Networks with Message Passing Data Flow Graph
In Systems for ML 1
Zhiqiang Xie · Minjie Wang · Zihao Ye · Zheng Zhang · Rui Fan