How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Ideal-real arithmetic interval coding for a fixed block
Definition
Fix a finite full-support source , its symbol order , and a public block length . The ideal-real arithmetic interval of the empty prefix is . If a prefix has interval and the next symbol is , assign the extended prefix the half-open subinterval This subdivision is performed exactly over the real numbers.
Each subdivision multiplies the interval width by the positive probability of the next symbol. Thus a completed block has width .
Use the base-two logarithm convention of Information units and logarithm-base convention. Its positive denominator and the strict increase of from Order, continuity, range, and the product, quotient, and reciprocal laws for the natural logarithm make strictly increasing; Change of base and inversion of the positive-base real exponential gives and . Every floor is the integer part specified by Integer part: for every real there is exactly one integer with .
For a completed block , let be its resulting interval, put , and define The dyadic cell represented by an -bit index is . The ideal-real codeword is the -bit binary representation of , with leading zeros. Each encoding frame contains exactly one length- source block; the decoder knows and . A stream uses an externally known number of such frames. No finite-register or finite-precision implementation is specified by this definition.
Since , the logarithm conventions above give and hence . The interval midpoint lies in , so the integer-part property gives ; the stated -bit representation therefore exists.
Depends on
- Finite discrete sources and product blocks
- Finite binary source codes, extension, and expected length
- Information units and logarithm-base convention
- Order, continuity, range, and the product, quotient, and reciprocal laws for the natural logarithm
- Change of base and inversion of the positive-base real exponential
- Integer part: for every real $x$ there is exactly one integer $m$ with $m \le x < m + 1$
Used by
Dependency tree · two levels
32 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- Stanford EE376A, Information Theory Course Notes, Chapter 4: Lossless Compression (standard reference, not scraped)
- Scott D. Roweis, CSC310 Lecture 8x: Arithmetic Coding Without Blocks, version 1.1 (standard reference, not scraped)