Home › Code › MAB

MAB

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

MAB appears in the code Syntology harvested for 12 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 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 MAB 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 11 of the 12 distinct code bodies named MAB; 1 is 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
0ran · fixture could not drive it
11ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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

12 papers shown of 12, 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
DeMix: Debugging Training Data with Mixed Data Error Types by Investigating Influence Vectors added by Syntology 2026-06 (from id) SJTU-DMTai/DeMix/demix/pipelines.py e4c4bbdd06350681 ran no licence file found · pointer only
ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning 25 Mar 2025 chaudatascience/cha_mae_vit/models/cha_mae_vit.py ca81184e1a038ae8 ran · metamorphic tier: deterministic MIT (permissive)
CVSformer: Cross-View Synthesis Transformer for Semantic Scene Completion 16 Jul 2023 donghaotian123/CVSformer/core/semantic_scene_completion/caitModule.py 5bc34d63fe8293ba ran · metamorphic tier: invariant no licence file found · pointer only
Equivariant Architectures for Learning in Deep Weight Spaces 30 Jan 2023 AvivNavon/DWSNets/nn/layers/weight_to_weight.py dfdb026b20ec9c69 ran MIT (permissive)
Thompson Sampling for Robust Transfer in Multi-Task Bandits 17 Jun 2022 zhiwang123/eps-mpmab-ts/module.py a9ea49bb72a4fd2e ran MIT (permissive)
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training 6 Apr 2022 GarrickZ2/Image-Denoising/PNGAN/model/generator.py 0328887c18f80d1f ran MIT (permissive)
Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution 26 Mar 2022 XAIMI-Lab/McMRSR/networks/network_mcmrsr.py 5cd6e584c2843e4b unverified no licence file found · pointer only
Neural Symbolic Regression that Scales 11 Jun 2021 deep-symbolic-mathematics/TPSR/nesymres/src/nesymres/architectures/model.py cda79b95cee80af2 ran MIT (permissive)
Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning 4 Jun 2021 OATML/Non-Parametric-Transformers/npt/model/npt.py 7232573389ce2a5a ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Accurate Learning of Graph Representations with Graph Multiset Pooling 23 Feb 2021 JinheonBaek/GMT/models/nets.py 0060b5109c3cec3e ran no licence file found · pointer only
Amortized Probabilistic Detection of Communities in Graphs 29 Oct 2020 aripakman/amortized_community_detection/acp/models/acp_model.py 5068848cf579a326 ran · metamorphic tier: invariant MIT (permissive)
Attention Is All You Need 12 Jun 2017 Enigmatisms/Set-Transformer/py/att_blocks.py e9c89aad3dff8d58 ran 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