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build_encoder

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

build_encoder appears in the code Syntology harvested for 17 papers, as 16 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 2 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 build_encoder 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 2 of the 16 distinct code bodies named build_encoder; 14 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
0ran
14unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 17 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

17 papers shown of 17, newest first; 17 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 4 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
SigmaMedStat: Temporal Signal Modeling for ICU False Alarm Reduction added by Syntology 2026-05 (from id) Arun-K-Ram/sigmamedstat/ml/train_temporal.py 71399d8b7937d505 unverified MIT (permissive)
ATTNSOM: LEARNING CROSS-ISOFORM ATTENTION FOR CYTOCHROME P450 SITE-OF-METABOLISM added by Syntology 2026-01 (from id) dmis-lab/ATTNSOM/model.py 41805594263c5d20 unverified MIT (permissive)
Rethinking Drug-Drug Interaction Modeling as Generalizable Relation Learning added by Syntology 2026-01 (from id) SZU-ADDG/GenRel-DDI/model.py 0ad8ec54f6e93c0d unverified no licence file found · pointer only
Crowded Video Individual Counting Informed by Social Grouping and Spatial-Temporal Displacement Priors added by Syntology 2026-01 (from id) tiny-smart/OMAN/models/transformer/prog_win_transformer.py 9922dcf47dc78e60 unverified MIT (permissive)
Self-supervised Representation Learning From Random Data Projectors 11 Oct 2023 layer6ai-labs/lfr/ssl_models/lfr.py f17788688873c1bd unverified no licence file found · pointer only
Embracing Consistency: A One-Stage Approach for Spatio-Temporal Video Grounding 27 Sep 2022 jy0205/stcat/models/pipeline.py 0a690726c1cb50e7 unverified Apache-2.0 (permissive)
Unsupervised Anomaly Localization with Structural Feature-Autoencoders 23 Aug 2022 felime/feature-autoencoder/fae/baselines/ae/model.py ad2d82660bf6a2f9 unverified MIT (permissive)
LocalBins: Improving Depth Estimation by Learning Local Distributions 28 Mar 2022 shariqfarooq123/localbins/models/localbins.py 220bad915281cbcc unverified GPL-3.0 (copyleft) · pointer only
Masked Autoencoders Are Scalable Vision Learners 11 Nov 2021 bwconrad/masked-autoencoder/src/model.py e18efe0723eb391d unverified no licence file found · pointer only
Towards Open-World Text-Guided Face Image Generation and Manipulation 18 Apr 2021 weihaox/TediGAN/base/models/helper.py 6bc5a9d2ae904282 unverified MIT (permissive)
Enhanced Balancing GAN: Minority-class Image Generation 31 Oct 2020 GH920/improved-bagan-gp/src/bagan_gp/models.py 6dba53c952aacdc1 unverified MIT (permissive)
Cycle-StarNet: Bridging the gap between theory and data by leveraging large datasets 6 Jul 2020 teaghan/cycle_sn/network.py ff1044f7440d5d3d ran · fixture could not drive it GPL-3.0 (copyleft) · pointer only
Accelerating Antimicrobial Discovery with Controllable Deep Generative Models and Molecular Dynamics 22 May 2020 IBM/amp-design/models/encoder.py ea5e7e863df2c31e unverified Apache-2.0 (permissive)
In-Domain GAN Inversion for Real Image Editing 31 Mar 2020 genforce/idinvert_pytorch/models/helper.py 6bc5a9d2ae904282 unverified MIT (permissive)
Implicit 3D Orientation Learning for 6D Object Detection from RGB Images 4 Feb 2019 DLR-RM/AugmentedAutoencoder/auto_pose/ae/ae_factory.py 2312a44de750ce76 unverified MIT (permissive)
Soft Actor-Critic Algorithms and Applications 13 Dec 2018 XuehaiPan/Soft-Actor-Critic/common/network.py 3be34c49250e699d unverified MIT (permissive)
Colorful Image Colorization 28 Mar 2016 bluejurand/Photos-colorization/model_creation.py 834a87ebdcecb372 ran · our draft was wrong 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