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OutConv

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

OutConv appears in the code Syntology harvested for 9 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 9 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 OutConv 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 10 of the 10 distinct code bodies named OutConv; 0 are 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
10ran
0unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 10 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; 10 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. 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
SmaAT-QMix-UNet: A Parameter-Efficient Vector-Quantized UNet for Precipitation Nowcasting added by Syntology 2026-03 (from id) nstavr04/MasterThesisSnellius/SmaAT-QMix-UNet/models/SmaAT_UNet_VQ_lightning.py 09f3a772fe136cd3 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
VAMOS-OCTA: Vessel-Aware Multi-Axis Orthogonal Supervision for Inpainting Motion-Corrupted OCT Angiography Volumes added by Syntology 2026-02 (from id) MedICL-VU/VAMOS-OCTA/models/unet3dhybrid_dynamicfusion.py 722474b9e1e65e92 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Leveraging Persistence Image to Enhance Robustness and Performance in Curvilinear Structure Segmentation added by Syntology 2026-01 (from id) NatsuGao7/TopoUnet/src/topoUnet.py c3298a0cec59184b ran fingerprinted no licence file found · pointer only
Federated Black-Box Adaptation for Semantic Segmentation 31 Oct 2024 JayParanjape/blackfed/model.py 283a86aac0825bc9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
WorDepth: Variational Language Prior for Monocular Depth Estimation 4 Apr 2024 Adonis-galaxy/WorDepth/src/networks/wordepth.py 96be5d7e36e0d6f8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Ad-hoc Pulse Shape Simulation using Cyclic Positional U-Net 2022-12 (from id) aobol/cpu-net/src/cpunet/network.py 08f8ea6541ee2fc6 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel Images 21 Apr 2022 cy-xu/cosmic-conn/cosmic_conn/dl_framework/cosmic_conn.py 1c5c79447f4ec7f6 ran fingerprinted GPL-3.0 (copyleft) · pointer only
Rotation Equivariant Deforestation Segmentation and Driver Classification 25 Oct 2021 joshuamitton/rotation-equivariant-deforestation-segmentation/roteqseg/eq_models.py b2af37a624291601 ran MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 iarai/landslide4sense-2022/model/Networks.py 882f59f0db7615f9 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 mfp0610/semantic-segmentaion/demo/UNet.py 03882f183fd4c752 ran 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