Bringing AI to edge : from deep learning's perspective

بواسطة Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
منشور في 2022

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

بواسطة Huai, Shuo, Zhang, Lei, Liu, Di, Liu, Weichen, Subramaniam, Ravi
منشور في 2022

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

بواسطة Kong, Hao, Liu, Di, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
منشور في 2022

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

بواسطة Huai, Shuo, Liu, Di, Luo, Xiangzhong, Chen, Hui, Liu, Weichen, Subramaniam, Ravi
منشور في 2023

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

بواسطة Huai, Shuo, Liu, Di, Kong, Hao, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
منشور في 2023

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

بواسطة Huai, Shuo, Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
منشور في 2023

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

بواسطة Huai, Shuo, Kong, Hao, Li, Shiqing, Luo, Xiangzhong, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

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

بواسطة Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Li, Shiqing, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

On hardware-aware design and optimization of edge intelligence

بواسطة Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Liu, Di, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

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

بواسطة Kong, Hao, Liu, Di, Huai, Shuo, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
منشور في 2023

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

بواسطة Kong, Hao, Liu, Di, Luo, Xiangzhong, Huai, Shuo, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

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

بواسطة Kong, Hao, Liu, Di, Huai, Shuo, Luo, Xiangzhong, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

EMNAPE: efficient multi-dimensional neural architecture pruning for EdgeAI

بواسطة Kong, Hao, Luo, Xiangzhong, Huai, Shuo, Liu, Di, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
منشور في 2023

EDLAB : a benchmark for edge deep learning accelerators

بواسطة 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
منشور في 2022