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mutual_information

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

mutual_information appears in the code Syntology harvested for 10 papers, as 12 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 2 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 mutual_information 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 12 distinct code bodies named mutual_information; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
2ran · fixture could not drive it
1ran
9unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 12 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

10 papers shown of 10, newest first; 12 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 1 papers added by Syntology. 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
Detecting Intrinsic and Instrumental Self-Preservation in Autonomous Agents: The Unified Continuation-Interest Protocol added by Syntology 2026-03 (from id) christopher-altman/persistence-signal-detector/src/persistence_detector.py a0caa5e3e30420ea ran · fixture could not drive it fingerprinted licence not identified · pointer only
Asymmetric Reinforcing against Multi-modal Representation Bias 2 Jan 2025 gao-xiyuan/arm/mmpretrain/models/necks/MI_tool.py 915c0c262c871eef ran · fixture could not drive it fingerprinted no licence file found · pointer only
Clio: Real-time Task-Driven Open-Set 3D Scene Graphs 2024-04 (from id) mit-spark/clio/clio_batch/information_metrics.py 109cd6e7b1ebd161 ran BSD-2-Clause (permissive)
Distinguishing the Knowable from the Unknowable with Language Models 5 Feb 2024 gahdritz/llm_uncertainty/generate_from_repetition.py 57c12d6227a85cb1 unverified Apache-2.0 (permissive)
Behaviour Modelling of Social Animals via Causal Structure Discovery and Graph Neural Networks 21 Dec 2023 strong-ai-lab/behavior-causal-discovery/src/evaluate/evaluation.py ddb1e694ac9f9ed6 unverified MIT (permissive)
Embrace the Gap: VAEs Perform Independent Mechanism Analysis 6 Jun 2022 rpatrik96/ima-vae/ima_vae/metrics/mig.py 3ffdfd80343c4173 unverified Apache-2.0 (permissive)
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo 9 Feb 2022 ipeis/HH-VAEM/src/mutual_information.py 45cfc28509964fa4 unverified MIT (permissive)
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features 2 Feb 2022 ucsc-real/est-t-mi/utils_mi.py 9cf29a68b1e2cbf5 unverified MIT (permissive)
NeRF-SR: High-Quality Neural Radiance Fields using Supersampling 3 Dec 2021 drawingprocess/infofusioncontroller/controller/info_fusion_controller.py e02b24ae2d0ea2b8 unverified MIT (permissive)
NeRF-SR: High-Quality Neural Radiance Fields using Supersampling 3 Dec 2021 drawingprocess/infofusioncontroller/controller/mpc_mi_controller.py 58220297f0270eda unverified MIT (permissive)
NeRF-SR: High-Quality Neural Radiance Fields using Supersampling 3 Dec 2021 drawingprocess/infofusioncontroller/controller/weighted_fusion_controller.py a71472ae057386f9 unverified MIT (permissive)
Class-Imbalanced Semi-Supervised Learning 17 Feb 2020 MinsungHyun/Class-Imbalanced-Semi-Supervised-Learning/CISSL_cls/lib/mi.py 6d5a151acd8314fc unverified MIT (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