activity
20152020
most citedBenchCouncil's View on Benchmarking AI and Other Emerging Workloads

7 citations · 12 across the 6 of their papers we have counts for

collaborators

12 papers

cs.AI2020

AIBench Training: Balanced Industry-Standard AI Training Benchmarking

Fei Tang, Wanling Gao, Jianfeng Zhan +30

Earlier-stage evaluations of a new AI architecture/system need affordable benchmarks. Only using a few AI component benchmarks like MLPerfalone in the other stages may lead to misl…

cs.PF20201 cited

AIBench: An Agile Domain-specific Benchmarking Methodology and an AI Benchmark Suite

Wanling Gao, Fei Tang, Jianfeng Zhan +31

Domain-specific software and hardware co-design is encouraging as it is much easier to achieve efficiency for fewer tasks. Agile domain-specific benchmarking speeds up the process…

cs.PF20197 cited

BenchCouncil's View on Benchmarking AI and Other Emerging Workloads

Jianfeng Zhan, Lei Wang, Wanling Gao +1

This paper outlines BenchCouncil's view on the challenges, rules, and vision of benchmarking modern workloads like Big Data, AI or machine learning, and Internet Services. We concl…

cs.CY2019

Landscape of Big Medical Data: A Pragmatic Survey on Prioritized Tasks

Zhifei Zhang, Wanling Gao, Fan Zhang +13

Big medical data poses great challenges to life scientists, clinicians, computer scientists, and engineers. In this paper, a group of life scientists, clinicians, computer scientis…

cs.DS2018

Clustering Residential Electricity Load Curves via Community Detection in Network

Yunyou Huang, Jianfeng Zhan, Nana Wang +3

Performing analytic of household load curves (LCs) has significant value in predicting individual electricity consumption patterns, and hence facilitate developing demand-response…

cs.DC2018

Anomaly Analysis for Co-located Datacenter Workloads in the Alibaba Cluster

Rui Ren, Jinheng Li, Lei Wang +2

In warehouse-scale cloud datacenters, co-locating online services and offline batch jobs is an efficient approach to improving datacenter utilization. To better facilitate the unde…