@inproceedings{b88ea8d6aa6949c9b91b413da9995ad7,
title = "Emerging Trends and Advances in Computing-in-Memory: A Software-Hardware Co-Design Perspective",
abstract = "Computing-in-memory (CIM) has emerged as a promising solution to the memory bottleneck in deep neural network (DNN) acceleration, yet maximizing its potential requires careful software-hardware co-design. This paper systematically examines key co-optimization techniques for CIM architectures, including quantization, sparsity, compact models, and decomposition. The analysis also explores how software stacks can effectively bridge the gap between high-level DNN frameworks and CIM hardware primitives. Finally, this work identifies unresolved challenges across the hardware-software stack and propose concrete research directions to advance this emerging paradigm.",
author = "Cenlin Duan and Yingjie Qi and Jianlei Yang",
note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 2025 Conference of Science and Technology of Integrated Circuits, CSTIC 2025 ; Conference date: 24-05-2025 Through 25-05-2025",
year = "2025",
doi = "10.1109/CSTIC64481.2025.11017910",
language = "英语",
series = "2025 Conference of Science and Technology of Integrated Circuits, CSTIC 2025",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
editor = "Cor Claeys and Beichao Zhang and Beichao Zhang and Bin Yu and Peng Bai and Qianqian Huang and Xiaowei Li and Liang, \{Steve X.\} and Hsiang-Lan Lung and Linyong Pang and Weikang Qian and Xinping Qu and Xiaoping Shi and Jianshi Tang and Ying Zhang and Pingqiang Zhou and Cheng Zhuo",
booktitle = "2025 Conference of Science and Technology of Integrated Circuits, CSTIC 2025",
address = "美国",
}