Liu Liu

Π-RT: A Runtime Framework to Enable Energy-Efficient Real-Time Robotic Vision Applications on Heterogeneous Architectures

J. Gaudiot, Jie Tang, Shaoshan Liu, 2021, Computer.

Dynamic Sparse Attention for Scalable Transformer Acceleration

Liu Liu, Yufei Ding, Zheng Qu, 2022, IEEE Transactions on Computers.

Computation on Sparse Neural Networks: an Inspiration for Future Hardware pdf

Fei Sun, Liu Liu, Yuan Xie, 2020, ArXiv.

ENMC: Extreme Near-Memory Classification via Approximate Screening

Jilan Lin, Yufei Ding, Zheng Qu, 2021, MICRO.

SemiMap: A Semi-Folded Convolution Mapping for Speed-Overhead Balance on Crossbars

Lei Deng, Guoqi Li, Guanrui Wang, 2020, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Fast Object Tracking on a Many-Core Neural Network Chip

Lei Deng, Guoqi Li, Guanrui Wang, 2018, Front. Neurosci..

DUET: Boosting Deep Neural Network Efficiency on Dual-Module Architecture

Lei Deng, Xing Hu, Liu Liu, 2020, 2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO).

Boosting Deep Neural Network Efficiency with Dual-Module Inference

Lei Deng, Jingwei Zhang, Liu Liu, 2020, ICML.

$L1$ -Norm Batch Normalization for Efficient Training of Deep Neural Networks

Yuan Xie, Lei Deng, Luping Shi, 2018, IEEE Transactions on Neural Networks and Learning Systems.

ENMC: Extreme Near-Memory Classification via Approximate Screening

Liu Liu, 2021 .

Efficient Tensor Core-Based GPU Kernels for Structured Sparsity under Reduced Precision

Yufei Ding, Zheng Qu, Zhaodong Chen, 2021, SC21: International Conference for High Performance Computing, Networking, Storage and Analysis.