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@INPROCEEDINGS{Manea:1050458,
author = {Manea, Paul-Philipp and Leroux, Nathan and Neftci, Emre and
Strachan, John Paul},
title = {{G}ain {C}ell-based {A}nalog {C}ontent {A}ddressable
{M}emory for {D}ynamic {A}ssociative {T}asks in {AI}},
publisher = {IEEE},
reportid = {FZJ-2026-00228},
pages = {1-5},
year = {2025},
abstract = {analog Content Addressable Memories (aCAMs)have proven
useful for associative Compute-in-Memory (CIM)applications
like Decision Trees, Finite State Machines,
andHyper-dimensional Computing. While non-volatile
implementa-tions using FeFETs and ReRAM devices offer speed,
power,and area advantages, they suffer from slow write
speeds andlimited write cycles, making them less suitable
for computa-tions involving fully dynamic data patterns. To
address theselimitations, in this work, we propose a
capacitor gain cell-based aCAM designed for dynamic
processing, where frequentmemory updates are required. Our
system compares analog inputvoltages to boundaries stored in
capacitors, enabling efficientdynamic tasks. We demonstrate
the application of aCAM withintransformer attention
mechanisms by replacing the softmax-scaled dot-product
similarity with aCAM similarity, achievingcompetitive
results. Circuit simulations on a TSMC 28 nmnode show
promising performance in terms of energy
efficiency,precision, and latency, making it well-suited for
fast, dynamic AIapplications.},
month = {May},
date = {2025-05-25},
organization = {2025 IEEE International Symposium on
Circuits and Systems (ISCAS), London
(United Kingdom), 25 May 2025 - 28 May
2025},
cin = {PGI-14 / PGI-15},
cid = {I:(DE-Juel1)PGI-14-20210412 / I:(DE-Juel1)PGI-15-20210701},
pnm = {5234 - Emerging NC Architectures (POF4-523)},
pid = {G:(DE-HGF)POF4-5234},
typ = {PUB:(DE-HGF)8},
doi = {10.1109/ISCAS56072.2025.11044190},
url = {https://juser.fz-juelich.de/record/1050458},
}