Meta Workshop at ISCA 2022

The 2nd Architecture, Compiler, and System Support for Multi-model DNN Workloads Workshop

Half-day workshop at ISCA 2022
Saturday, June 18, 2022
Time TBD

Many platforms, from data centers to edge devices, deploy multiple DNNs to provide high-quality results for diverse applications in the domains of computer vision, speech, language, and so on. In addition, because some applications rely on multi-DNN pipelines performing different tasks, DNN workloads are becoming more diverse and heterogeneous. Supporting inferences of such diverse and heterogeneous DNN workloads with high energy efficiency and low latency is becoming a great challenge since the major approach to achieve inference efficiency is to specialize architecture, compiler, and systems for a small set of target DNN models within the same domain. In addition to such performance and efficiency, multimodel DNN workloads introduce new challenges such as security and privacy. Therefore, this workshop will explore innovations to efficiently and safely support multi-model DNN workloads from each of the three areas: architecture, compiler, and system. We solicit papers in the research fields listed below.

Invited Speakers

TBA

Program

TBA

Topics of Interest

  • Heterogeneous hardware architectures to concurrent execution of multiple DNN models
  • Reconfigurable accelerator architectures (CGRA-style, FPGA, etc.) to adapt to different DNN models
  • Compiler runtime for multi-DNN workloads on heterogeneous or reconfigurable hardware architectures
  • End-to-end compilation flow and optimization techniques targeting multi-DNN workloads on heterogeneous or reconfigurable hardware architectures
  • Design automation tools for heterogeneous or reconfigurable hardware architectures targeting multi-DNN workloads
  • Techniques in each of architecture, compiler, and system domains to enhance security and privacy when a platform runs a multi-model DNN workload in multi-tenant style

Author Information

  • Submission site: https://acsmd2022.hotcrp.com/
  • Template: Please use the ISCA 2022 template for submissions
  • Page limit: 4 pages (not including references)

Organizers

  • Tushar Krishna (Georgia Institute of Technology)
  • Liangzhen Lai (Meta)
  • Yu-Hsin Chen (Meta)
  • Krishnakumar Nair (Meta)
  • Hyoukjun Kwon (Meta)

Important Dates

  • Submission deadline: May 14, 2022 (AoE)
  • Notification: May 27, 2022 (AOE)
  • Camera-ready: June 10, 2022 (AOE)
  • Workshop date: June 18, 2022 (Morning session)

Program Committee

  • Joel Hestness (Cerebras Systems)
  • Amir Yazdanbakhsh (Google)
  • Dong Hyuk Woo (Google)
  • Hardik Sharma (Google)
  • Prasanth Chatarasi (IBM)
  • Jongse Park (KAIST)
  • Minsoo Rhu (KAIST)
  • Qijing Jenny Huang (NVIDIA)

Contact

For further information, please email Hyoukjun Kwon (hyoukjunkwon@fb.com).