Z-PIM: A sparsity-aware processing-in-memory architecture with fully variable weight bit-precision for energy-efficient deep neural networks JH Kim, J Lee, J Lee, J Heo, JY Kim IEEE Journal of Solid-State Circuits 56 (4), 1093-1104, 2021 | 46 | 2021 |
T-PIM: An energy-efficient processing-in-memory accelerator for end-to-end on-device training J Heo, J Kim, S Lim, W Han, JY Kim IEEE Journal of Solid-State Circuits 58 (3), 600-613, 2022 | 20 | 2022 |
T-PIM: A 2.21-to-161.08 TOPS/W processing-in-memory accelerator for end-to-end on-device training J Heo, J Kim, W Han, S Lim, JY Kim 2022 IEEE Custom Integrated Circuits Conference (CICC), 01-02, 2022 | 4 | 2022 |
SP-PIM: A Super-Pipelined Processing-In-Memory Accelerator With Local Error Prediction for Area/Energy-Efficient On-Device Learning J Heo, JH Kim, W Han, J Kim, JY Kim IEEE Journal of Solid-State Circuits, 2024 | 2 | 2024 |
Design of processing-in-memory with triple computational path and sparsity handling for energy-efficient DNN training W Han, J Heo, J Kim, S Lim, JY Kim IEEE Journal on Emerging and Selected Topics in Circuits and Systems 12 (2 …, 2022 | 2 | 2022 |
PRIMO: A Full-Stack Processing-in-DRAM Emulation Framework for Machine Learning Workloads J Heo, Y Shin, S Choi, S Yune, JH Kim, H Sung, Y Kwon, JY Kim 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 1-9, 2023 | 1 | 2023 |
SP-PIM: A 22.41 TFLOPS/W, 8.81 Epochs/Sec Super-Pipelined Processing-In-Memory Accelerator with Local Error Prediction for On-Device Learning JH Kim, J Heo, W Han, J Kim, JY Kim 2023 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and …, 2023 | 1 | 2023 |
BLESS: Bandwidth and Locality Enhanced SMEM Seeding Acceleration for DNA Sequencing S Han, S Moon, T Suh, JH Heo, JY Kim 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture …, 2024 | | 2024 |
A 38.5 TOPS/W Point Cloud Neural Network Processor with Virtual Pillar and Quadtree-based Workload Management for Real-Time Outdoor BEV Detection S Lim, J Heo, J Yang, JY Kim 2024 IEEE Custom Integrated Circuits Conference (CICC), 1-2, 2024 | | 2024 |
PIM for ML Training J Heo, JY Kim Processing-in-Memory for AI: From Circuits to Systems, 121-142, 2012 | | 2012 |