Not-so-model behavior: Popular software tools may give faulty forecasts

Some of the models used to forecast everything from financial trends to animal populations in an ecosystem are incorrect, ...
IEEE

Improving Privacy Budget Auditing of Differentially Private Artificial Intelligence Models Through Variance of Model Parameters

Abstract: Differential privacy (DP) is introduced into many fields of AI to preserve privacy. However, introducing DP into AI models is extremely error-prone. To verify whether DP AI models can ...
IEEE

Enhanced Codebook of Sparse Vector Coding Based on Mean-Variance Trade-Off Model for URLLC

Abstract: Sparse Vector Coding (SVC) is a novel coding scheme of short packet transmission in Ultra-Reliable Low-Latency Communication (URLLC). SVC is usually modeled as a standard Compressed Sensing ...