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nmse

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

nmse appears in the code Syntology harvested for 9 papers, as 6 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 7 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 nmse 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 4 of the 6 distinct code bodies named nmse; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 5 of the 9 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

9 papers shown of 9, newest first; 9 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
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging added by Syntology 2026-04 (from id) tianweiy/SeqMRI/activemri/baselines/loupe_codes/evaluate.py d6ba4d694236aa92 ran · violated contract fingerprinted MIT (permissive)
RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction added by Syntology 2026-03 (from id) UNIC-Lab/RadioDiff-FS/sample_cond_ldm.py 72d54925372f4621 unverified no licence file found · pointer only
pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization 1 Nov 2024 matt-bendel/pcaGAN/fastmri/evaluate.py 447cd6130df407d3 unverified no licence file found · pointer only
T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge 25 Jun 2024 microsoft/t-mac/python/t_mac/utils.py 5b5ce60e0071b862 ran fingerprinted MIT (permissive)
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models 12 Sep 2023 z-fabian/flash-diffusion/data_utils/metrics.py 72801f6286d3dbe7 ran no licence file found · pointer only
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap 9 Feb 2022 haritadell/npl_mmd_project/run_gandk.py b28dd5a8c6e77246 ran · violated contract fingerprinted no licence file found · pointer only
Experimental design for MRI by greedy policy search 30 Oct 2020 Timsey/pg_mri/src/reconstruction_model/reconstruction_model_utils.py d6ba4d694236aa92 ran · violated contract fingerprinted MIT (permissive)
$Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction 18 Dec 2019 khammernik/sigmanet/reconstruction/common/evaluate.py d6ba4d694236aa92 ran · violated contract fingerprinted MIT (permissive)
VS-Net: Variable splitting network for accelerated parallel MRI reconstruction 19 Jul 2019 j-duan/VS-Net/vs_net.py d6ba4d694236aa92 ran · violated contract fingerprinted 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