Learning to Solve an Order Fulfillment Problem in Milliseconds with Edge-Feature-Embedded Graph Attention

no code implementations • 29 Sep 2021 • Jingwei Yang, Qingchun Hou, Xiaoqing Wang, Yang Wei, Yuming Deng, Hongyang Jia, Ning Zhang

Such a problem is computationally hard to address by exact mathematical programming methods.

Combinatorial Optimization Graph Attention +1

A Microprocessor implemented in 65nm CMOS with Configurable and Bit-scalable Accelerator for Programmable In-memory Computing

no code implementations • 9 Nov 2018 • Hongyang Jia, Yinqi Tang, Hossein Valavi, Jintao Zhang, Naveen Verma

Chip measurements show an energy efficiency of 152/297 1b-TOPS/W and throughput of 4. 7/1. 9 1b-TOPS (scaling linearly with the matrix/input-vector element precisions) at VDD of 1. 2/0. 85V.