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Research Manuscript

: Memory That Thinks: Scalable, Reliable, and Secure Compute-in-Memory Systems

Session Chairs

DescriptionThis session brings together cutting-edge advances in memory-centric computing for AI, spanning digital and analog compute-in-memory (CIM), CAM-based accelerators, and DRAM/NAND-enabled computation. The papers highlight cross-layer innovation, from device-aware modeling and design technology co-optimization (DTCO) all the way to hardware-algorithm co-design, while addressing critical challenges in reliability and security for edge intelligence.

Event Type

Research Manuscript

TimeMonday, July 2710:30am - 12:30pm PDT

LocationMtg Room 203AB

Topics

Tracks

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Move Less, Compute More: Memory-Centric Architectures for AI

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10:43am - 10:56am PDT	HYPER-CIM: Hierarchical Predictive Exploration and Realizable Design Flow for High-Efficient Digital CIM Authors An Guo Yuhui Shi Yuhuai Zhang Tianhui Jiao Xiaoxue Zhong Defa Wu Arindam Basu Xin Si Jun Yang
10:56am - 11:10am PDT	Noisexplore: A Device-Aware Hierarchical Noise Modeling and DTCO Framework for Analog In-Pixel Computing Architectures Authors Jinghan Xu Zheng Zhou Yi Xiao Nan Tang Shuhan Wang Ligong Zhang Xiaoyan Liu
11:10am - 11:23am PDT	DIA-CIM: A Dynamic Iterative Aggregation Graph Neural Network and Its Hardware Co-Design for Energy-Efficient Graph Processing Authors Zhaoyang Zhang Tianhao Zhao Defa Wu yingxuan zhou Xiaodong Li Yan Yan Yang Jun Xin Si
11:23am - 11:36am PDT	NASiC: 3D NAND-Based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference Authors Weikai Xu Meng Li Shuzhang Zhong Tianyang Luo Dongxue Zhao LING LIANG Zongwei Wang Qianqian Huang Yimao Cai Ru Huang
11:36am - 11:50am PDT	KCD-CAM: A K-Nearest-Neighbor Accelerator Based on Charge-Domain Content-Addressable-Memory for Point Cloud Processing Authors Tong Hu Jiancong Li Yingjie Yu Zhiwei Zhou Jia Chen Yi Li Xiangshui Miao
11:50am - 12:03pm PDT	Probabilistic Memory Design for Efficient Trustworthy Edge Intelligence Authors Likai Pei Jiahao Zheng Xueji Zhao Emilie Ye Jianbo Liu Hanqing Tao Ming-Yen Lee Ruiyang Qin Yiyu Shi Shimeng Yu X. Sharon Hu Ningyuan Cao
12:03pm - 12:16pm PDT	REPAIR: Reliability Enhancement of NVM FPGAs Through Lifetime-Aware Differential Partial Reconfiguration Authors Miran Tobar Hassan Nassar Joerg Henkel
12:16pm - 12:30pm PDT	DRCA: Reliable Bitwise Logic in DRAM via Dual-Rail Compute and Access Authors Yuxuan Qin Chuxiong Lin Shuo Yan Guoming Rao Weiguang Sheng Weifeng He

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