Home › Code › IdentityLayer

IdentityLayer

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

IdentityLayer appears in the code Syntology harvested for 7 papers, as 8 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 5 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 IdentityLayer 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 5 of the 8 distinct code bodies named IdentityLayer; 3 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
5ran
3unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 8 places is 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

7 papers shown of 7, newest first; 8 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. 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
Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models 14 Oct 2024 mit-han-lab/efficientvit/efficientvit/models/efficientvit/dc_ae.py 7d8080781cf3019c ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
LDReg: Local Dimensionality Regularized Self-Supervised Learning 19 Jan 2024 JoJoNing25/DDAug/losses/ntxent_lidaug.py dcb240bf1416737e ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition 2 Jun 2022 kssteven418/squeezeformer/src/models/conformer_encoder.py 4d0d22b07f8f313e ran fingerprinted Apache-2.0 (permissive)
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding 12 Nov 2021 hoon9405/DescEmb/models/descemb.py d5bb2d6de37b3e23 ran fingerprinted MIT (permissive)
AlphaNet: Improved Training of Supernets with Alpha-Divergence 16 Feb 2021 facebookresearch/AttentiveNAS/models/attentive_nas_dynamic_model.py 0257146dc3978be2 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet 28 Jan 2021 conceptofmind/Token-to-Token-ViT-flax/t2t.py e38ae21b52d727dd unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 conceptofmind/ViT-haiku/vit.py 8006254bdcb47e21 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 google-research/vision_transformer/vit_jax/models_vit.py 145a84ea745a049d 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