Karthik Mohan Kumar
1 indexed paper
Recent (6 mo)
1With code
0Influential cites
0Benchmarked
0Publications per year
126
Top categories
Architecture×1ML×1
Frequent co-authors
Research Timeline
2026
From Bit-Position Sensitivity to Unequal Error Protection for DNN Inference Memory
This paper characterizes per-bit-position fault sensitivity in machine learning inference across various workloads and floating-point formats, identifying a sharp bit-sensitivity transition and deriving data-type-specific Xsafe floors and workload-aware tiers for selective protection.
Highlighted terms show continued research focus across papers