32 problems
Let be the domain of finite binary strings under consideration, and let and denote the corresponding generalized probability and complexity functions…
Let be the domain of finite binary strings under consideration, and let and denote the corresponding enumerable measure and complexity functions. Wri…
Let be the domain of finite binary strings under consideration, and let and denote the corresponding measure and complexity functions. Write…
Let be prefix Kolmogorov complexity, let be the true parameter, and let denote the complexity difference used in the MDL setup. Strengthe…
Let be the reference monotone machine. The monotone complexity of a finite binary string is … Let denote the corresponding monotone a priori probability. Levin…
The paper considers several definitions of the complexity , including definitions based on minimal prediction error and an encoding-free characterization by non-nega…
Let be a set defining conditional complexity by . Let denote the conditional complexity induced by a twice pre…
Non-approximability conjecture. and are not even approximable (limit-computable), but lie somewhere higher in the arithmetic hierarchy.
Let be the true Bernoulli parameter, let denote the MDL prediction based on the observed sequence, let be the prefix Kolmogorov complexity of…
Let be objects with admissible program sets , let satisfy , and let denote the estimated description-length comple…
Smaller-partition conjecture. Since the analyzed graphs are small, partitioning their adjacency matrices into smaller sub-matrices should be more favorable.
Landscape criterion. We conjecture that, for any additively optimal UTM, a good UFCC should have a landscape—that is, an ordering of codebooks—similar to the UTM's landscape in…
Simplicity–convergence conjecture. Simpler models converge faster than more complex or artificial ones.
The optimal number of data points refers to the number of data points selected from an algorithmic information theory (AIT) perspective, and covering numbers are the quantities use…
Remaining-pairs conjecture. For every remaining pair of objects , the answer to the second question is negative.
Small-object conjecture. For every small object , the answer to the first question is negative: there do not exist constants such that
The paper discusses Solomonoff prediction, including Putnam's diagonal argument and the relationship between the convergence reply and the approximation reply. Conjecture. The rela…
Search-to-profile reduction. Given this information, one can find, via a polynomial probabilistic algorithm, strings such that the tuple…
A number is compressed by a non-constructive unique effective description when the validity of the description can be checked effectively given the number, but the number cannot be…
Lutz's dimension spectrum conjecture. For every line , the spectrum contains a unit interval. The conjecture concerns which effective dimensio…
Consider the ensemble of bit string histories generated by a universal Turing machine at the critical point, where the partition function reaches Chaitin's halting probability…
Let a universal Turing machine define an ensemble of bit string histories, with the critical temperature corresponding to the Chaitin point at which the partition function reaches…
Consider the algebra of invariant properties obtained by identifying invariant sets whose symmetric difference is negligible. Let be the class generated by computable…
Let and be infinite binary sequences, and let an oracle computation of by have an oracle-use function measuring how many bits of are queried to compute the firs…
Entropy-complexity conjecture. For or , one has