Bringing AI to edge : from deep learning's perspective

由 Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
出版 2022

ZeroBN : learning compact neural networks for latency-critical edge systems

由 Huai, Shuo, Zhang, Lei, Liu, Di, Liu, Weichen, Subramaniam, Ravi
出版 2022

HACScale : hardware-aware compound scaling for resource-efficient DNNs

由 Kong, Hao, Liu, Di, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
出版 2022

Crossbar-aligned & integer-only neural network compression for efficient in-memory acceleration

由 Huai, Shuo, Liu, Di, Luo, Xiangzhong, Chen, Hui, Liu, Weichen, Subramaniam, Ravi
出版 2023

Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization

由 Huai, Shuo, Liu, Di, Kong, Hao, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
出版 2023

Collate: collaborative neural network learning for latency-critical edge systems

由 Huai, Shuo, Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
出版 2023

EvoLP: self-evolving latency predictor for model compression in real-time edge systems

由 Huai, Shuo, Kong, Hao, Li, Shiqing, Luo, Xiangzhong, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

CRIMP: compact & reliable DNN inference on in-memory processing via crossbar-aligned compression and non-ideality adaptation

由 Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Li, Shiqing, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

On hardware-aware design and optimization of edge intelligence

由 Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Liu, Di, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

Smart scissor: coupling spatial redundancy reduction and CNN compression for embedded hardware

由 Kong, Hao, Liu, Di, Huai, Shuo, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
出版 2023

Towards efficient convolutional neural network for embedded hardware via multi-dimensional pruning

由 Kong, Hao, Liu, Di, Luo, Xiangzhong, Huai, Shuo, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

EdgeCompress: coupling multi-dimensional model compression and dynamic inference for EdgeAI

由 Kong, Hao, Liu, Di, Huai, Shuo, Luo, Xiangzhong, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

EMNAPE: efficient multi-dimensional neural architecture pruning for EdgeAI

由 Kong, Hao, Luo, Xiangzhong, Huai, Shuo, Liu, Di, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
出版 2023

EDLAB : a benchmark for edge deep learning accelerators

由 Kong, Hao, Huai, Shuo, Liu, Di, Zhang, Lei, Chen, Hui, Zhu, Shien, Li, Shiqing, Liu, Weichen, Rastogi, Manu, Subramaniam, Ravi, Athreya, Madhu, Lewis, M. Anthony
出版 2022