Unicorn-CIM shows that FP16 DNNs on SRAM CIM crash from exponent bit flips, and a shared-exponent fine-tuning plus lightweight Hamming ECC restores resilience with about 9% logic overhead.
29.1 a 40nm 64kb 56.67tops/w read-disturb-tolerant compute-in-memory/digital rram macro with active-feedback-based read and in-situ write verification,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AR 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Unicorn-CIM: Uncovering the Vulnerability and Improving the Resilience of High-Precision Compute-in-Memory
Unicorn-CIM shows that FP16 DNNs on SRAM CIM crash from exponent bit flips, and a shared-exponent fine-tuning plus lightweight Hamming ECC restores resilience with about 9% logic overhead.