FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator

16 June 2021

Caiwen Ding

Papers citing "FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator"

32 / 32 papers shown

Title
RoRA: Efficient Fine-Tuning of LLM with Reliability Optimization for Rank Adaptation Jun Liu Zhenglun Kong Peiyan Dong Changdi Yang Xuan Shen ... Wei Niu Wenbin Zhang Xue Lin Dong Huang Yanzhi Wang ALM 90 5 0 08 Jan 2025
Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong ... Hongwu Peng Ning Liu Ao Ren Jinhui Wang Yanzhi Wang AAML 92 33 0 16 Jun 2021
TIMELY: Pushing Data Movements and Interfaces in PIM Accelerators Towards Local and in Time Domain Weitao Li Pengfei Xu Yang Zhao Haitong Li Yuan Xie Yingyan Lin 55 70 0 03 May 2020
SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency Zechao Li Yifan Gong Xiaolong Ma Sijia Liu Mengshu Sun Zheng Zhan Zhenglun Kong Geng Yuan Yanzhi Wang 32 17 0 23 Jan 2020
A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation Geng Yuan Xiaolong Ma Sheng Lin Zechao Li Caiwen Ding 29 8 0 24 Nov 2019
An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM Geng Yuan Xiaolong Ma Caiwen Ding Sheng Lin Tianyun Zhang Zeinab S. Jalali Yilong Zhao Li Jiang S. Soundarajan Yanzhi Wang MQ 39 47 0 29 Aug 2019
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation Xiaolong Ma Geng Yuan Sheng Lin Caiwen Ding Fuxun Yu Tao Liu Wujie Wen Xiang Chen Yanzhi Wang MQ 68 45 0 27 Aug 2019
Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform? Xiaolong Ma Sheng Lin Shaokai Ye Zhezhi He Linfeng Zhang ... Deliang Fan Xuehai Qian Xinyu Lin Kaisheng Ma Yanzhi Wang MQ 110 92 0 03 Jul 2019
ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning Xiaolong Ma Geng Yuan Sheng Lin Zechao Li Hao Sun Yanzhi Wang 50 37 0 30 Apr 2019
Basic Performance Measurements of the Intel Optane DC Persistent Memory Module Joseph Izraelevitz Jian Yang Lu Zhang Juno Kim Xiao Liu ... Zixuan Wang Yi Xu Subramanya R. Dulloor Jishen Zhao Steven Swanson 39 486 0 13 Mar 2019
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian Xinyu Lin Yanzhi Wang MQ 103 161 0 31 Dec 2018
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration Yang He Ping Liu Ziwei Wang Zhilan Hu Yi Yang AAML 3DPC 98 1,049 0 01 Nov 2018
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jin-Hui Zhu 134 601 0 28 Oct 2018
RAPIDNN: In-Memory Deep Neural Network Acceleration Framework Mohsen Imani Mohammad Samragh Yeseong Kim Saransh Gupta F. Koushanfar Tajana Simunic 58 51 0 15 Jun 2018
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers Tianyun Zhang Shaokai Ye Kaiqi Zhang Jian Tang Wujie Wen M. Fardad Yanzhi Wang 69 438 0 10 Apr 2018
Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs Caiwen Ding Ao Ren Geng Yuan Xiaolong Ma Jiayu Li Ning Liu Bo Yuan Yanzhi Wang 48 23 0 28 Mar 2018
Newton: Gravitating Towards the Physical Limits of Crossbar Acceleration Anirban Nag Ali Shafiee R. Balasubramonian Vivek Srikumar N. Muralimanohar 39 38 0 10 Mar 2018
Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework Yanzhi Wang Caiwen Ding Zhe Li Geng Yuan Siyu Liao ... Bo Yuan Xuehai Qian Jian Tang Qinru Qiu Xinyu Lin 49 33 0 18 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 103 1,349 0 10 Feb 2018
An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep Convolutional Neural Networks using Stochastic Computing Xiaolong Ma Yipeng Zhang Geng Yuan Ao Ren Zhe Li Jie Han Jiaxi Hu Yanzhi Wang 38 17 0 03 Feb 2018
Zeroth-Order Online Alternating Direction Method of Multipliers: Convergence Analysis and Applications Sijia Liu Jie Chen Pin-Yu Chen Alfred Hero 60 83 0 21 Oct 2017
CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-CirculantWeight Matrices Caiwen Ding Siyu Liao Yanzhi Wang Zhe Li Ning Liu ... Yipeng Zhang Jian Tang Qinru Qiu Xinyu Lin Bo Yuan GNN 71 260 0 29 Aug 2017
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 133 2,426 0 22 Aug 2017
Multiscale Co-Design Analysis of Energy, Latency, Area, and Accuracy of a ReRAM Analog Neural Training Accelerator M. Marinella S. Agarwal Alexander H. Hsia Isaac Richter R. Jacobs-Gedrim J. Niroula S. Plimpton Engin Ipek C. James 48 133 0 31 Jul 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 239 4,644 0 16 Apr 2017
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 189 2,341 0 12 Aug 2016
Learning to Track at 100 FPS with Deep Regression Networks David Held Sebastian Thrun Silvio Savarese OffRL 109 1,194 0 06 Apr 2016
Quantized Convolutional Neural Networks for Mobile Devices Jiaxiang Wu Cong Leng Yuhang Wang Qinghao Hu Jian Cheng MQ 106 1,167 0 21 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 742 37,033 0 08 Jun 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 316 6,709 0 08 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 467 43,347 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014