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sample_model

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

sample_model appears in the code Syntology harvested for 14 papers, as 11 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 11 of the papers; 0 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 sample_model 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 6 of the 11 distinct code bodies named sample_model; 5 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
1ran · fixture could not drive it
4ran
5unverified
0fingerprinted

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

14 papers shown of 14, 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 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
A Probabilistic U-Net Approach to Downscaling Climate Simulations added by Syntology 2025-11 (from id) MaryamAlipourH/prob-unet-climate-downscaling/src/trainmodel.py 78b60fab6bb65f75 unverified no licence file found · pointer only
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts 17 Apr 2025 identical code first harvested elsewhere 15e005b12a64650d ran · fixture could not drive it licence of this copy not recorded
Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them 31 Jan 2025 identical code first harvested elsewhere 15e005b12a64650d ran · fixture could not drive it licence of this copy not recorded
Boosting Alignment for Post-Unlearning Text-to-Image Generative Models 9 Dec 2024 identical code first harvested elsewhere 15e005b12a64650d ran · fixture could not drive it licence of this copy not recorded
Erasing Undesirable Concepts in Diffusion Models with Adversarial Preservation 21 Oct 2024 tuananhbui89/erasing-adversarial-preservation/train_adversarial_gumbel.py 15e005b12a64650d ran · fixture could not drive it no licence file found · pointer only
Generative Diffusion-based Downscaling for Climate 27 Apr 2024 robbiewatt1/climatediffuse/src/TrainDiffusion.py bee90a510907cd3e ran no licence file found · pointer only
Generative Diffusion-based Downscaling for Climate 27 Apr 2024 robbiewatt1/climatediffuse/src/TrainUnet.py 591114375a44dd35 unverified no licence file found · pointer only
Removing Undesirable Concepts in Text-to-Image Diffusion Models with Learnable Prompts 18 Mar 2024 identical code first harvested elsewhere 15e005b12a64650d ran · fixture could not drive it licence of this copy not recorded
XB-MAML: Learning Expandable Basis Parameters for Effective Meta-Learning with Wide Task Coverage 11 Mar 2024 johnjaejunlee95/xb-maml/method/parameter_utils.py 0db257ad454a3b5a ran no licence file found · pointer only
pix2gestalt: Amodal Segmentation by Synthesizing Wholes 25 Jan 2024 cvlab-columbia/pix2gestalt/pix2gestalt/inference.py bf1758f345c1c4d5 ran licence not identified · pointer only
Erasing Undesirable Influence in Diffusion Models 11 Jan 2024 identical code first harvested elsewhere 15e005b12a64650d ran · fixture could not drive it licence of this copy not recorded
Receler: Reliable Concept Erasing of Text-to-Image Diffusion Models via Lightweight Erasers 29 Nov 2023 jasper0314-huang/Receler/receler/utils.py 3a767420c696ac8e ran MIT (permissive)
Zero-1-to-3: Zero-shot One Image to 3D Object 20 Mar 2023 cvlab-columbia/zero123/zero123/gradio_new.py 5c2a4c571fbfbf59 unverified MIT (permissive)
Zero-1-to-3: Zero-shot One Image to 3D Object 20 Mar 2023 cvlab-columbia/zero123/zero123/gradio_objaverse.py c3ba377c1bbf1281 unverified MIT (permissive)
Conditional Sound Generation Using Neural Discrete Time-Frequency Representation Learning 21 Jul 2021 liuxubo717/sound_generation/mel_sample.py e392fc15967c3519 ran · our draft was wrong no licence file found · pointer only
Noise Contrastive Priors for Functional Uncertainty 24 Jul 2018 data61/aboleth/aboleth/prediction.py c61e992697a0729e unverified 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