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TransformerLayer

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

TransformerLayer appears in the code Syntology harvested for 34 papers, as 37 distinct code bodies found in 37 places (a place is one code body under one paper). At least one of them ran in 19 of the papers; 1 of the code bodies carries 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 TransformerLayer 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 19 of the 37 distinct code bodies named TransformerLayer; 18 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
19ran
18unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 37 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

34 papers shown of 34, newest first; 37 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 5 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
Disentangling Knowledge States with Ability and Proficiency Modeling for Knowledge Tracing added by Syntology 2026-07 (from id) ThaliaBee/PAKT/models/pakt.py 22828c10500ddd3a ran · metamorphic tier: deterministic no licence file found · pointer only
scGTN: Deep Siamese Graph Transformer Network for Single-cell RNA Sequencing Clustering added by Syntology 2026-06 (from id) W-RMSL/scGTN/model.py e0c21b6130fa6e7e unverified no licence file found · pointer only
XCTFormer: Leveraging Cross-Channel and Cross-Time Dependencies for Enhanced Time-Series Analysis added by Syntology 2026-05 (from id) azencot-group/XCTFormer/models/XCTFormer.py 53f7ed2675efb82f ran · metamorphic tier: deterministic no licence file found · pointer only
JAL-Turn: Joint Acoustic-Linguistic Modeling for Real-Time and Robust Turn-Taking Detection in Full-Duplex Spoken Dialogue Systems added by Syntology 2026-03 (from id) inokoj/VAP-Realtime/vap_realtime/model.py 9ac8298798c97a60 unverified MIT (permissive)
DALD-PCAC: Density-Adaptive Learning Descriptor for Point Cloud Lossless Attribute Compression added by Syntology 2026-01 (from id) zb12138/DALD_PCAC/DALD_PCAC.py 6694904c3f3628e6 ran no licence file found · pointer only
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer 14 May 2025 DQYZHWK/TransKT/model/TransKT.py 4b1352ba81722cb9 ran · metamorphic tier: deterministic MIT (permissive)
From Text to Pose to Image: Improving Diffusion Model Control and Quality 19 Nov 2024 clement-bonnet/text-to-pose/t2p/model.py 17aeb94103ec6da9 ran · metamorphic tier: deterministic MIT (permissive)
Searching Latent Program Spaces 13 Nov 2024 clement-bonnet/lpn/src/models/lpn.py 5bdc653acd891cd4 unverified Apache-2.0 (permissive)
NARAIM: Native Aspect Ratio Autoregressive Image Models 13 Oct 2024 daniel-gallo/naraim/model/pretraining.py cdf9a7e7270191af ran no licence file found · pointer only
SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature Embeddings 14 Jun 2024 Barb0ra/SigDiffusions/model.py 9605b4044e0b00ed unverified no licence file found · pointer only
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records 7 May 2024 The-Real-JerryChen/TRANS/models/Seqmodels.py c2885bbdafcf8e2b ran fingerprinted no licence file found · pointer only
Learning Instance-Aware Correspondences for Robust Multi-Instance Point Cloud Registration in Cluttered Scenes 6 Apr 2024 zhiyuanYU134/MIRETR/release/robi/modules.py 7cf0e33df6359534 ran no licence file found · pointer only
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal Data 16 Jan 2024 yuhui-zh15/c3/image_captioning/src/models/transformer_mapper.py 35a267d7f92c479e ran · metamorphic tier: deterministic no licence file found · pointer only
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision 29 Aug 2023 kdwonn/SaG/model/cross_modal_attention.py 096e6b33de7b678c unverified no licence file found · pointer only
Transferable Decoding with Visual Entities for Zero-Shot Image Captioning 31 Jul 2023 feielysia/viecap/ClipCap.py 6436669ce470a3fd ran no licence file found · pointer only
LightGlue: Local Feature Matching at Light Speed 23 Jun 2023 fabio-sim/LightGlue-ONNX/lightglue_dynamo/models/lightglue.py ab4f90d2792e9808 unverified Apache-2.0 (permissive)
LightGlue: Local Feature Matching at Light Speed 23 Jun 2023 cvg/LightGlue/lightglue/lightglue.py 0a5c71b088578afa unverified Apache-2.0 (permissive)
SALSA VERDE: a machine learning attack on Learning With Errors with sparse small secrets 2023-06 (from id) facebookresearch/verde/src/train/model/transformer.py 166dadb82071acb9 unverified licence not identified · pointer only
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level 11 May 2023 lhrlab/hahe/src/transformer.py 61b713fd88663e63 unverified MIT (permissive)
StylerDALLE: Language-Guided Style Transfer Using a Vector-Quantized Tokenizer of a Large-Scale Generative Model 16 Mar 2023 zipengxuc/StylerDALLE/module.py 0d8a8105c0e3bfb0 ran · metamorphic tier: deterministic no licence file found · pointer only
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing 14 Feb 2023 pykt-team/pykt-toolkit/pykt/models/simplekt.py 29b9654280d01c8a ran · metamorphic tier: deterministic MIT (permissive)
Transformer Tracking with Cyclic Shifting Window Attention 8 May 2022 SkyeSong38/CSWinTT/lib/models/cswintt/transformer_cs.py 9a4b8a925c8b46b4 unverified MIT (permissive)
Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors 24 Mar 2022 CasualGANPapers/Make-A-Scene/models/transformer.py a73f4b74b84d9692 ran MIT (permissive)
OctAttention: Octree-Based Large-Scale Contexts Model for Point Cloud Compression 12 Feb 2022 zb12138/OctAttention/octAttention.py fe7c5d69d63b47f1 ran Apache-2.0 (permissive)
Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics 1 Feb 2022 JacobYuan7/OCN-HOI-Benchmark/models/hoi.py dafcb62dbe894ef0 unverified Apache-2.0 (permissive)
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation 7 Jul 2021 adrianatienza1996/DiffusionModels/CSDI/model.py 4a2a993673dda35a ran · metamorphic tier: deterministic MIT (permissive)
Neural Machine Translation with Monolingual Translation Memory 24 May 2021 jcyk/copyisallyouneed/generator.py c30426c3b9c4f48a unverified no licence file found · pointer only
Robust Point Cloud Registration Framework Based on Deep Graph Matching 7 Mar 2021 zhileichen99/utopic/models/architecture.py 7c8bbdde4d49d75f ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 explainingai-code/VIT-Pytorch/model/transformer.py 39a0e7e04a621bfd ran · metamorphic tier: deterministic no licence file found · pointer only
DeFormer: Decomposing Pre-trained Transformers for Faster Question Answering 2 May 2020 StonyBrookNLP/deformer/models/layers/transformer.py 28514670ab26db66 unverified MIT (permissive)
AMR Parsing via Graph-Sequence Iterative Inference 12 Apr 2020 bjascob/amrlib/amrlib/models/parse_gsii/modules/parser.py 8e5d31580fcebd5a ran MIT (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 xinyooo/ALBERT4Rec/models/albert_modules/albert.py d36a9fea67ab62a3 unverified no licence file found · pointer only
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 vvvm23/albert/albert/model.py 3fbbc185d6497778 unverified MIT (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 opendilab/DI-engine/ding/torch_utils/network/transformer.py b28585d20fefea46 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 qywu/Chinese-GPT/chinese_gpt/gpt_modeling.py 07f05b67a5afe0dd unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 agentdr1/la_mil/tmil/t_mil.py 3c71470e7821b3d0 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 vpj/jax_transformer/transformer.py 61e50e597800c80e unverified 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