publications

Google Scholar

2023

  1. ISCA
    ECSSD: Hardware/Data Layout Co-Designed In-Storage-Computing Architecture for Extreme Classification
    Siqi Li , Fengbin Tu , Liu Liu , and 5 more authors
    In Proceedings of the 50th Annual International Symposium on Computer Architecture , 2023
  2. MLSys
    ALCOP: Automatic Load-Compute Pipelining in Deep Learning Compiler for AI-GPUs
    Guyue Huang , Yang Bai , Liu Liu , and 4 more authors
    Proceedings of Machine Learning and Systems, 2023
  3. PPoPP
    Dynamic N: M fine-grained structured sparse attention mechanism
    Zhaodong Chen , Zheng Qu , Yuying Quan , and 3 more authors
    In Proceedings of the 28th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming , 2023

2022

  1. JSSC
    TranCIM: Full-Digital Bitline-Transpose CIM-based Sparse Transformer Accelerator With Pipeline/Parallel Reconfigurable Modes
    Fengbin Tu , Zihan Wu , Yiqi Wang , and 7 more authors
    IEEE Journal of Solid-State Circuits, 2022
  2. TC
    Dynamic sparse attention for scalable transformer acceleration
    Liu Liu , Zheng Qu , Zhaodong Chen , and 3 more authors
    IEEE Transactions on Computers, 2022
  3. ISCA
    INSPIRE: in-storage private information retrieval via protocol and architecture co-design
    Jilan Lin , Ling Liang , Zheng Qu , and 6 more authors
    In Proceedings of the 49th Annual International Symposium on Computer Architecture , 2022
  4. ASPLOS
    A one-for-all and o (v log (v))-cost solution for parallel merge style operations on sorted key-value arrays
    Bangyan Wang , Lei Deng , Fei Sun , and 4 more authors
    In Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems , 2022
  5. ASPLOS
    Dota: detect and omit weak attentions for scalable transformer acceleration
    Zheng Qu , Liu Liu , Fengbin Tu , and 3 more authors
    In Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems , 2022
  6. ISSCC
    A 28nm 15.59 \muJ/token full-digital bitline-transpose CIM-based sparse transformer accelerator with pipeline/parallel reconfigurable modes
    Fengbin Tu , Zihan Wu , Yiqi Wang , and 7 more authors
    In 2022 IEEE International Solid-State Circuits Conference (ISSCC) , 2022

2021

  1. Computer
    \pi-rt: A runtime framework to enable energy-efficient real-time robotic vision applications on heterogeneous architectures
    Liu Liu , Jie Tang , Shaoshan Liu , and 3 more authors
    Computer, 2021
  2. SC
    Efficient tensor core-based gpu kernels for structured sparsity under reduced precision
    Zhaodong Chen , Zheng Qu , Liu Liu , and 2 more authors
    In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis , 2021
  3. MICRO
    Enmc: Extreme near-memory classification via approximate screening
    Liu Liu , Jilan Lin , Zheng Qu , and 2 more authors
    In 54th Annual IEEE/ACM International Symposium on Microarchitecture , 2021

2020

  1. MICRO
    DUET: Boosting deep neural network efficiency on dual-module architecture
    Liu Liu , Zheng Qu , Lei Deng , and 6 more authors
    In 53rd Annual IEEE/ACM International Symposium on Microarchitecture , 2020
  2. DAC
    Computation on sparse neural networks and its implications for future hardware
    Fei Sun , Minghai Qin , Tianyun Zhang , and 3 more authors
    In 2020 57th ACM/IEEE Design Automation Conference (DAC) , 2020
  3. ICML
    Boosting deep neural network efficiency with dual-module inference
    Liu Liu , Lei Deng , Zhaodong Chen , and 7 more authors
    In International Conference on Machine Learning , 2020

2019

  1. ICLR
    Dynamic Sparse Graph for Efficient Deep Learning
    Liu Liu , Lei Deng , Xing Hu , and 4 more authors
    In International Conference on Learning Representations , 2019

2018

  1. TCAD
    SemiMap: A semi-folded convolution mapping for speed-overhead balance on crossbars
    Lei Deng , Ling Liang , Guanrui Wang , and 7 more authors
    IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2018
  2. Fast object tracking on a many-core neural network chip
    Lei Deng , Zhe Zou , Xin Ma , and 7 more authors
    Frontiers in neuroscience, 2018
  3. TNNLS
    L1 -norm batch normalization for efficient training of deep neural networks
    Shuang Wu , Guoqi Li , Lei Deng , and 4 more authors
    IEEE transactions on neural networks and learning systems, 2018

2017

  1. ASP-DAC
    Building energy-efficient multi-level cell STT-RAM caches with data compression
    Liu Liu , Ping Chi , Shuangchen Li , and 2 more authors
    In 2017 22nd Asia and South Pacific Design Automation Conference (ASP-DAC) , 2017

2016

  1. ICCAD
    Nvsim-cam: a circuit-level simulator for emerging nonvolatile memory based content-addressable memory
    Shuangchen Li , Liu Liu , Peng Gu , and 2 more authors
    In 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) , 2016
  2. GLS-VLSI
    Leveraging 3D technologies for hardware security: Opportunities and challenges
    Peng Gu , Shuangchen Li , Dylan Stow , and 4 more authors
    In Proceedings of the 26th edition on Great Lakes Symposium on VLSI , 2016