Lossless FFTs Using Posit Arithmetic -- Bedot: Bit Efficient Dot Product for Deep Generative Models -- A paradigm for interval-aware programming -- Decoding-free Two-Input Arithmetic for Low-Precision Real Numbers -- Hybrid SORN Hardware Accelerator for Support Vector Machines -- PHAc: Posit Hardware Accelerator for Efficient Arithmetic Logic Operations -- Fused Three-Input SORN Arithmetic -- Towards a Better 16-Bit Number Representation for Training Neural Networks -- Improving the Stability of Kalman Filters with Posit arithmetic -- Evaluation of the use of Low Precision Floating-Point Arithmetic for Applications in Radio Astronomy -- PLAUs: Posit Logarithmic Approximate Units to Implement Low-Cost Operations with Real Numbers.