2 papers
cs.LG2026
Adaptive Soft Error Protection for Neural Network Processing
Xinghua Xue, Cheng Liu, Feng Min +1
Previous research on selective protection for neural network components typically exploits only static vulnerability differences. Although these methods improve upon classical modu…
cs.CR2025
ApproxABFT: Approximate Algorithm-Based Fault Tolerance for Neural Network Processing
Xinghua Xue, Cheng Liu, Feng Min +2
With the increasing deployment of deep neural networks (DNNs) in terrestrial and aerospace safety-critical applications, system reliability has emerged as a co-equal design metric…