Very Simple Chaitin Machines for Concrete AIT
Michael Stay
Abstract
In 1975, Chaitin introduced his celebrated Omega number, the halting probability of a universal Chaitin machine, a universal Turing machine with a prefix-free domain. The Omega number's bits are algorithmically random--there is no reason the bits should be the way they are, if we define ``reason'' to be a computable explanation smaller than the data itself. Since that time, only two explicit universal Chaitin machines have been proposed, both by Chaitin himself. Concrete algorithmic information theory involves the study of particular universal Turing machines, about which one can state theorems with specific numerical bounds, rather than include terms like O(1). We present several new tiny Chaitin machines (those with a prefix-free domain) suitable for the study of concrete algorithmic information theory. One of the machines, which we call Keraia, is a binary encoding of lambda calculus based on a curried lambda operator. Source code is included in the appendices. We also give an algorithm for restricting the domain of blank-endmarker machines to a prefix-free domain over an alphabet that does not include the endmarker; this allows one to take many universal Turing machines and construct universal Chaitin machines from them.
Create a lesson
Related papers
Distributed Consensus, Optimization, and Learning under Communication Constraints
Zheng Chen, Nicolò Michelusi, Themistoklis Charalambous et al.
Energy-Accumulate-Then-Act Backscatter Communications With Retransmission Under Imperfect Feedback Detection
Rui Xu, Yinghui Ye, Guangyue Lu et al.
The Exact Memory-Rate Tradeoff for Three-User Secure Coded Caching
Han Fang, Nan Liu, Wei Kang
Cross-Modal Semantic Successive Refinement for Generative Image Communication over Underwater Acoustic Channels
Xu Pei, Bin Wang, Guangxu Zhu et al.
Fano's Inequality and Channel Capacity in the Individual-Sequence Regime
Neri Merhav
Exact Transport-Information Correspondence for Distribution-Adaptive Discretization
Koretaka Yuge