2 papers
cs.AR2026
RangeGuard: Efficient, Bounded Approximate Error Correction for Reliable DNNs
Hanum Ko, Sangheum Yeon, Jong Hwan Ko +1
As DRAM scales in density and adopts 3D integration, raw fault rates increase and multi-bit errors are no longer rare. Such errors can severely impact Deep Neural Networks (DNNs):…
cs.AR2025
Row-Column Hybrid Grouping for Fault-Resilient Multi-Bit Weight Representation on IMC Arrays
Kang Eun Jeon, Sangheum Yeon, Jinhee Kim +3
This paper addresses two critical challenges in analog In-Memory Computing (IMC) systems that limit their scalability and deployability: the computational unreliability caused by s…