Compressive algorithmic randomness: Gibbs-randomness proposition for massively energy efficient deep learning

Figure: Dual Tomographic Compression Performance, Süzen, 2025. Preamble Randomness is elusive and its probably one of the outstanding concepts for human scientific endeavour, along with gravity. Kolmogorov complexity, appears to be so novel in trying to answering "what is randomness?". The idea that the length of the smallest model that can generate the random sequence determines its complexity…