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Research Manuscript: Memories Are Smarter than Ever Before

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DescriptionProcessing-in-memory (PIM) has been extensively studied in the last few years, but memories never stop evolving, providing more processing power and functions. The first paper proposes a ReRAM-based PIM architecture for accelerating sparse conjugate gradient solvers, followed by the second paper introducing an efficient MAC scheme for MRAM-based PIM. In the next two papers, emerging devices are employed as a key computing component in the system, demonstrating its effectiveness. Finally, the last three papers discuss the various design approaches to improve SRAM-based PIM hardware, ranging from circuits to modeling.

Event TypeResearch Manuscript

TimeWednesday, June 263:30pm - 5:30pm PDT

Location3004, 3rd Floor

Topics

Keywords

Presentations

3:30pm - 3:47pm PDT	ReCG: ReRAM-Accelerated Sparse Conjugate Gradient Authors Mingjia Fan Xiaoming Chen Dechuang Yang Zhou Jin Weifeng Liu
3:47pm - 4:04pm PDT	FRM-CIM: Full-Digital Recursive MAC Computing in Memory System Based on MRAM for Neural Network Applications Authors Jinkai Wang Zekun Wang Bojun Zhang Zhengkun Gu Youxiang Chen Weisheng Zhao Yue Zhang
4:04pm - 4:21pm PDT	Toward High-Accuracy, Programmable Extreme-Edge Intelligence for Neuromorphic Vision Sensors utilizing Magnetic Domain Wall Motion-based MTJ Authors Md Abdullah-Al Kaiser Gourav Datta Peter Beerel Akhilesh Jaiswal
4:21pm - 4:38pm PDT	Cross-Layer Exploration and Chip Demonstration of In-Sensor Computing for Large-Area Applications with Differential-Frame ROM-Based Compute-In-Memory Authors Jialong Liu Wenjun Tang Deyun Chen Chen Jiang Huazhong Yang Xueqing Li
4:38pm - 4:55pm PDT	An In-Memory Computing Accelerator with Reconfigurable Dataflow for Multi-Scale Vision Transformer with Hybrid Topology Authors Zhiyuan Chen Yufei Ma Keyi Li Yifan Jia Guoxiang Li Meng Wu Tianyu Jia Le Ye Ru Huang
4:55pm - 5:12pm PDT	Towards Efficient SRAM-PIM Architecture Design by Exploiting Unstructured Bit-Level Sparsity Authors Cenlin Duan Jianlei Yang Yiou Wang Yikun Wang Yingjie Qi Xiaolin He Bonan Yan Xueyan Wang Xiaotao Jia Weisheng Zhao
5:12pm - 5:29pm PDT	OPTIMA: Design-Space Exploration of Discharge-Based In-SRAM Computing: Quantifying Energy-Accuracy Trade-offs Authors Saeed Seyedfaraji Severin Jäger Salar Shakibhamedan Asad Aftab Semeen Rehman

DAC 2024