POSTER:In-network Model Inference for Distributed Systems via Programmable Switches

Author:

Zhong Jianqiang1ORCID,Li Yihong1ORCID,Liu Shuo2ORCID,Duan Jingpu3ORCID,Zhang Xiaoxi1ORCID,Chen Xu1ORCID

Affiliation:

1. Sun Yat-sen University, Guangzhou, China

2. Huawei, Shanghai, China

3. Pengcheng Laboratory, Shenzhen, China

Funder

NSFC

Publisher

ACM

Reference8 articles.

1. Davis Blalock and John Guttag. 2021. Multiplying matrices without multiplying. In International Conference on Machine Learning. PMLR, 992--1004.

2. Kumar Chellapilla, Sidd Puri, and Patrice Simard. 2006. High performance convolutional neural networks for document processing. In Tenth international workshop on frontiers in handwriting recognition. Suvisoft.

3. When Should The Network Be The Computer?

4. Amedeo Sapio, Marco Canini, Chen-Yu Ho, Jacob Nelson, Panos Kalnis, Changhoon Kim, Arvind Krishnamurthy, Masoud Moshref, Dan Ports, and Peter Richtárik. 2021. Scaling distributed machine learning with {In-Network} aggregation. In 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21). 785--808.

5. LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

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