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Research Manuscript: AI on Fire: Compute-in-Memory and Multiplication-Free Acceleration for the Next Era

Session Chairs

DescriptionAI hardware is at an inflection point, demanding radical efficiency and performance leaps. This session dives into groundbreaking compute-in-memory (CIM) architectures, multiplication-free acceleration, and novel arithmetic paradigms that slash power and latency while boosting throughput. From LUT-based DNN accelerators to hybrid analog-digital computing and STT-MRAM-powered CIM, these innovations are setting AI hardware ablaze with new possibilities.

Event TypeResearch Manuscript

TimeTuesday, June 2410:30am - 12:00pm PDT

Location3003, Level 3

Topics

Tracks

Presentations

10:30am - 10:45am PDT	High Energy-efficiency and Low latency In-Memory Computing using Analog Accumulator and In-Memory ADC with shared References Authors Junyi Yang Shuai Dong Zhengnan Fu Hongyang Shang Arindam Basu	DES2A: In-memory and Near-memory Computing Circuits
10:45am - 11:00am PDT	CREST-CiM: Cross-Coupling-Enhanced Differential STT-MRAM for Robust Computing-in-Memory in Binary Neural Networks Authors Imtiaz Ahmed Akul Malhotra Sumeet Gupta	DES2A: In-memory and Near-memory Computing Circuits
11:00am - 11:15am PDT	YOCO: A Hybrid In-Memory Computing Architecture with 8-bit Sub-PetaOps/W In-Situ Multiply Arithmetic for Large-Scale AI Authors Zihao Xuan Yuxuan Yang Wei Xuan Zijia Su Song Chen Yi Kang	DES2A: In-memory and Near-memory Computing Circuits
11:15am - 11:30am PDT	ReSMiPS: A ReRAM-based Sparse Mixed-precision Solver with Fast Matrix Reordering Algorithm Authors Yuyang Fu Jiancong Li Jia Chen Zhiwei Zhou Houji Zhou Wenlong Peng Yi Li Xiangshui Miao	DES2A: In-memory and Near-memory Computing Circuits
11:30am - 11:45am PDT	Lookup Table-based Multiplication-free All-digital DNN Accelerator Featuring Self-Synchronous Pipeline Accumulation Authors Hiroto Tagata Takashi Sato Hiromitsu Awano	DES2A: In-memory and Near-memory Computing Circuits
11:45am - 12:00pm PDT	WISEDRAM: A Reliable Bitwise In-DRAM Accelerator Authors Mohammad Arman Soleimani Nezam Rohbani Adrian Cristal Kestelman Osman Unsal Hamid Sarbazi-Azad	DES2A: In-memory and Near-memory Computing Circuits

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