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logit

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

logit appears in the code Syntology harvested for 16 papers, as 14 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 8 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 logit 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 8 of the 14 distinct code bodies named logit; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
7ran
6unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 16 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

16 papers shown of 16, newest first; 16 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. 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
Hide&Seek: Learning to Explain in an End-to-End Differentiable Network added by Syntology 2026-08 (from id) shap/shap/shap/links.py ff39ee5daf145263 ran fingerprinted MIT (permissive)
Quickest Detection of Hallucination Onset: Delay Bounds and Learned CUSUM Statistics added by Syntology 2026-06 (from id) YehudaItkin/quickest-hallucination-onset/gap_analysis.py b4d244c709d78560 ran fingerprinted MIT (permissive)
Sloth: scaling laws for LLM skills to predict multi-benchmark performance across families 9 Dec 2024 felipemaiapolo/sloth/sloth/sloth.py c96121833ed7e023 unverified MIT (permissive)
CAFuser: Condition-Aware Multimodal Fusion for Robust Semantic Perception of Driving Scenes 14 Oct 2024 timbroed/cafuser/cafuser/modeling/feature_adapter/mlp_learnable_ratio.py efc14f938a363004 ran fingerprinted MIT (permissive)
CaloDREAM -- Detector Response Emulation via Attentive flow Matching 2024-05 (from id) heidelberg-hepml/calo_dreamer/src/transforms.py 0de7a61745a2f6c0 ran fingerprinted no licence file found · pointer only
SyntaxShap: Syntax-aware Explainability Method for Text Generation 14 Feb 2024 k-amara/syntax-shap/syntaxshap/links.py fecc5a713db5e4c9 ran fingerprinted MIT (permissive)
High-dimensional Bayesian Optimization with Group Testing 5 Oct 2023 gtboauthors/gtbo/gtbo/util.py 0063cd243163f52e ran fingerprinted Apache-2.0 (permissive)
Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction 18 Aug 2023 koa-fin/dva/model/neural_operations.py d42ce56b29f68801 ran fingerprinted AGPL-3.0 (copyleft) · pointer only
Improving Adaptive Conformal Prediction Using Self-Supervised Learning 23 Feb 2023 seedatnabeel/sscp/src/VIME/supervised_models.py c3a4797422393459 unverified MIT (permissive)
MM-SHAP: A Performance-agnostic Metric for Measuring Multimodal Contributions in Vision and Language Models & Tasks 15 Dec 2022 heidelberg-nlp/mm-shap/shap/links.py bb689134796e145f unverified MIT (permissive)
D2C: Diffusion-Denoising Models for Few-shot Conditional Generation 12 Jun 2021 jiamings/d2c/d2c/autoencoder/neural_operations.py d42ce56b29f68801 ran fingerprinted MIT (permissive)
Efficient Variational Inference for Sparse Deep Learning with Theoretical Guarantee 15 Nov 2020 JinchengBai/sparse-variational-bnn/models/sparsefunc.py 0126ad8ebd601b60 ran · our draft was wrong fingerprinted no licence file found · pointer only
GPUTreeShap: Massively Parallel Exact Calculation of SHAP Scores for Tree Ensembles 27 Oct 2020 slundberg/esvalues/shap/links.py ff39ee5daf145263 ran fingerprinted MIT (permissive)
Neural Autoregressive Flows 3 Apr 2018 bradyneal/realcause/models/preprocess.py 4560f0beb233e14c unverified MIT (permissive)
Variational Boosting: Iteratively Refining Posterior Approximations 20 Nov 2016 andymiller/vboost/code/vbproj/vi/vboost/misc.py 6484ceeef4eab518 unverified MIT (permissive)
On Galactic density modeling in the presence of dust extinction 2015-09 (from id) jobovy/apogee-maps/py/densprofiles.py 29e8793857a17a31 unverified BSD-3-Clause (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