On the Implementation of Edge Detection Algorithms with SORN Arithmetic.- A Posit8 Decompression Operator for Deep Neural Network Inference.- Qtorch Next Generation Arithmetic for Pytorch Machine Learning.- ACTION Automated Hardware-Software Codesign Framework for Low-precision Numerical Format SelecTION in TinyML.- MultiPosits Universal Coding of Rn.- Comparing Different Decodings for Posit Arithmetic.- Universal8902 Reliable, Reproducible, and Energy-Efficient Numerics.- Small reals representations for Deep Learning at the edge a comparison.