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Contact

Lab visits, graduate study, research collaboration — feel free to get in touch.

Email

kyoshioka47@keio.jp

Kentaro (Ken) Yoshioka

Address

〒223-8522

Yagami Campus Bldg. 23, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, Kanagawa 223-8522, Japan

Students: 23-214, 14-305, 24-318 / PI: 23-216A

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TVLSI 2025PublishedCircuit

ASiM: Modeling and Analyzing Inference Accuracy of SRAM-Based Analog CiM Circuits

W. Zhang, S. Ando, Y.C. Chen, K. Yoshioka

A simulation framework for modeling and analyzing how analog noise impacts inference accuracy in SRAM-based compute-in-memory (CiM) circuits. Reveals that even 1 LSB of analog noise can significantly impair performance on complex tasks like ImageNet, and evaluates mitigation strategies — hybrid analog-digital execution and majority voting — to recover accuracy while preserving CiM energy efficiency benefits.