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binary_entropy

Syntologyentry name in harvested coderead from the graph 2026-09-24

binary_entropy appears in the code Syntology harvested for 8 papers, as 8 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 3 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named binary_entropy do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 3 of the 8 distinct code bodies named binary_entropy; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
2ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
5unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 8 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

8 papers shown of 8, newest first; 8 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 2 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Assessing Reliability of Symbol Detection in Concept Bottleneck Models added by Syntology 2026-06 (from id) Fuminides/cbm_sanity/src/symbol_sanity/multihead.py ad6623bc2b9c1140 unverified MIT (permissive)
Free Energy Heuristics: Fast-And-Frugal Cognition as Active Inference Under Uncertain Precision added by Syntology 2026-06 (from id) Evolutionairy-AI/Free-Energy-Heuristics/binary_toy_monte_carlo.py 0596c5d2f6fcb7f7 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:2507.07236 2025-07 (from id) LARK-NLP-Lab/MUSE/modeling/MUSE.py b8513f97f67b0775 ran · violated contract fingerprinted no licence file found · pointer only
Addressing Representation Collapse in Vector Quantized Models with One Linear Layer 4 Nov 2024 lucidrains/vector-quantize-pytorch/vector_quantize_pytorch/binary_mapper.py 0fb901bd154ce58f unverified MIT (permissive)
The Geometry of Concepts: Sparse Autoencoder Feature Structure 10 Oct 2024 ejmichaud/feature-geometry/brain/experiments/all-occurrences0/cluster_mi.py 02cad154e3ffa4a0 unverified no licence file found · pointer only
A Survey of Knowledge Tracing: Models, Variants, and Applications 6 May 2021 bigdata-ustc/EduKTM/EduKTM/AKT/AKT.py 300ca17123147837 unverified Apache-2.0 (permissive)
Convolutional Neural Networks for Sentence Classification 25 Aug 2014 piyush2896/CNN-Text-Classifier/nn/losses.py d89fbd714915f9e7 unverified MIT (permissive)
Discovering Structure in High-Dimensional Data Through Correlation Explanation 4 Jun 2014 gregversteeg/corex_topic/corextopic/corextopic.py 71aa163beb20ff2a ran · violated contract fingerprinted Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections