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g

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

g appears in the code Syntology harvested for 21 papers, as 25 distinct code bodies found in 25 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 15 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 g 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 18 of the 25 distinct code bodies named g; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
2ran · our draft was wrong
2ran · fixture could not drive it
11ran
7unverified
15fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 25 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

21 papers shown of 21, newest first; 25 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 3 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
On the convergence of graph Laplacians with a symmetric divergence added by Syntology 2026-07 (from id) lzx23/graph_laplacians_w_sdiv/dilation_utils.py c338fee69fa195e7 ran fingerprinted no licence file found · pointer only
Annealing in variational inference mitigates mode collapse: A theoretical study on Gaussian mixtures added by Syntology 2026-02 (from id) Luijios/annealed_vi_gmms/src/utils.py 2147890ce3e5b56d unverified no licence file found · pointer only
Stochastic Control Methods for Optimization added by Syntology 2026-01 (from id) Jinnqiu/Stochastic-Control-Methods-for-Optimization/F_Ackley_20d.py 42cd4fbe54bbf6af unverified no licence file found · pointer only
Stochastic Control Methods for Optimization added by Syntology 2026-01 (from id) Jinnqiu/Stochastic-Control-Methods-for-Optimization/F_VF_XSY4.py 2a5be50b1d7b3f17 unverified no licence file found · pointer only
arXiv:2502.15147 2025-02 (from id) allenai/instructLF/alfworld/linear_corex.py ee4beedde707a811 ran · honoured contract fingerprinted Apache-2.0 (permissive)
High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching 14 Oct 2024 Leyangw/tsm/loggle/Loggle_SparTSM_sine.py d993dde250539976 ran fingerprinted MIT (permissive)
Dynamic metastability in the self-attention model 9 Oct 2024 hugokoubbi/2024-transformers-dotm/staircase.py cca4fbc0607f1254 ran fingerprinted no licence file found · pointer only
Full error analysis of the random deep splitting method for nonlinear parabolic PDEs and PIDEs 8 May 2024 psc25/mlpjumps/counterparty_expVG_mlp.py 57996fb088240971 ran fingerprinted no licence file found · pointer only
Full error analysis of the random deep splitting method for nonlinear parabolic PDEs and PIDEs 8 May 2024 psc25/mlpjumps/default_bs_mlp.py 9206612d3995aa1c ran fingerprinted no licence file found · pointer only
Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit Models for High-dimensional Gaussian Mixtures 5 Feb 2024 stephenli24/inn_eqvi_enn/Gaussian_Integration.py 0f0973bef7e558ef ran fingerprinted no licence file found · pointer only
Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit Models for High-dimensional Gaussian Mixtures 5 Feb 2024 stephenli24/inn_eqvi_enn/utils.py e97510d9597ca6c0 ran fingerprinted no licence file found · pointer only
Game-Theoretic Unlearnable Example Generator 31 Jan 2024 hong-xian/gue/gue.py f38767d36eae77a4 ran no licence file found · pointer only
Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing 7 Aug 2023 guoji-fu/dignn/graphclassification/src/functions.py 0c20d2ddb8b92d0c ran fingerprinted MIT (permissive)
Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing 7 Aug 2023 guoji-fu/dignn/nodeclassification/baselines.py 66811722ba344c40 ran fingerprinted MIT (permissive)
Implicit regularization in AI meets generalized hardness of approximation in optimization -- Sharp results for diagonal linear networks 13 Jul 2023 johanwind/which_l1_minimizer/figure3.py 3b284356f931d31d ran fingerprinted no licence file found · pointer only
LEACE: Perfect linear concept erasure in closed form 6 Jun 2023 eleutherai/concept-erasure/experiments/fleace.py 203f94a4b5a85512 ran · our draft was wrong MIT (permissive)
On Penalty-based Bilevel Gradient Descent Method 10 Feb 2023 hanshen95/penalized-bilevel-gradient-descent/V-PBGD/toy/toy.py aaae9088694d9425 ran · violated contract fingerprinted no licence file found · pointer only
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling 9 Jan 2023 Factral/UnMix-NeRF/unmixnerf/utils/spec_to_rgb.py 558f6d7e47654006 unverified Apache-2.0 (permissive)
Guided Depth Super-Resolution by Deep Anisotropic Diffusion 21 Nov 2022 prs-eth/diffusion-super-resolution/model/simple_diffusion.py 55afd035478386fe unverified MIT (permissive)
A Neural Network Approach for Stochastic Optimal Control 2022-09 (from id) emorymlip/fbsnns/HamiltonJacobiBellman100D.py d25c6435028dd30c ran · fixture could not drive it fingerprinted MIT (permissive)
EIGNN: Efficient Infinite-Depth Graph Neural Networks 22 Feb 2022 liu-jc/eignn/models_chains.py 367057a642c441a6 ran · our draft was wrong fingerprinted MIT (permissive)
Inpainting Transformer for Anomaly Detection 28 Apr 2021 jhy12/inpainting-transformer/model.py fd379ae04177d538 ran · honoured contract fingerprinted no licence file found · pointer only
Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching 16 Jul 2018 cagatayyildiz/npde/utils.py fda8bd2922b285ac unverified MIT (permissive)
Decoupled Weight Decay Regularization 14 Nov 2017 txping/AEGD/kmeans.py f20b24ac49219c59 unverified BSD-3-Clause (permissive)
DGM: A deep learning algorithm for solving partial differential equations 24 Aug 2017 Plemeur/DGM/burger.py 217aabe5ff223b11 ran · fixture could not drive it no licence file found · pointer only

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