Do You Trust Your Speech Recognition System? ResearchInsightsCommentarysiam.org FeedsComputational Science & Numerical Analysis Numerous challenges accompany the generation of inaudible adversarial perturbations in the audio domain.
Proving Existence Is Not Enough: Mathematical Paradoxes Unravel the Limits of Neural Networks in Artificial Intelligence ResearchInsightsCommentarySIAM Newssiam.org FeedsComputational Science & Numerical AnalysisDiscrete Mathematics and Theoretical Computer ScienceLife Sciences Why does deep learning lead to unstable methods, even when we can prove that stable and accurate neural networks exist?
Building a Mathematical Toolbox for Biological Network Analysis ResearchInsightsCommentarySIAM Newssiam.org FeedsApplied GeometryData ScienceDiscrete Mathematics and Theoretical Computer ScienceLife Sciences Analysis of biological networks can yield powerful insights into important problems in functional genomics.
Protecting Privacy with Synthetic Data ResearchInsightsCommentarySIAM Newssiam.org FeedsData Science Researchers must balance publishing enough data to verify their conclusions with protecting participant privacy.
The Rational Krylov Toolbox: Nonlinear Rational Approximation ResearchInsightsCommentarySIAM Newssiam.org FeedsComputational Science & Numerical AnalysisDiscrete Mathematics and Theoretical Computer Science The RKFIT method for nonlinear rational approximation is a core algorithm in the MATLAB Rational Krylov Toolbox.