de en es fr nl pl pt sv zh

randomness

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

msuzen

Figure: Dual Tomographic CompressionPerformance, Süzen, 2025.PreambleRandomness 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...

Mathematical Definition of Heuristic Causal Inference: What differentiates DAGs and do-calculus?

msuzen

Preamble David Hume (Wikipedia)Experimental design is not a new concept and randomised control trials (RCTs) are our solid gold standard of doing quantitative research, when no apparent physical laws are available to validate observations.  However, it is very expensive to design RCTs, not ethical...