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TransformerDecoderLayer

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

TransformerDecoderLayer appears in the code Syntology harvested for 45 papers, as 52 distinct code bodies found in 52 places (a place is one code body under one paper). At least one of them ran in 27 of the papers; 3 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 TransformerDecoderLayer 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 32 of the 52 distinct code bodies named TransformerDecoderLayer; 20 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
32ran
20unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 21 of the 52 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

45 papers shown of 45, newest first; 52 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; 1 papers have no page here and are shown by arXiv id only. 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
Open-Vocabulary HOI Detection with Interaction-aware Prompt and Concept Calibration added by Syntology 2025-08 (from id) ltttpku/INP-CC/models/model.py 618361e80bbd4d42 unverified no licence file found · pointer only
arXiv:2507.15542 2025-07 (from id) ChelsieLei/HOLa/hola_model.py dbfb843c49a2e2c7 ran · metamorphic tier: deterministic no licence file found · pointer only
SegVG: Transferring Object Bounding Box to Segmentation for Visual Grounding 3 Jul 2024 WeitaiKang/SegVG/models/SegVG.py cb39d54bf9488205 ran · metamorphic tier: deterministic no licence file found · pointer only
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting 25 Apr 2024 jerpelhan/dave/models/dave.py e50245b5494e328d ran MIT (permissive)
CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment 22 Apr 2024 ZhouKanglei/CoFInAl_AQA/models/model.py c86543c3850a069d ran · metamorphic tier: invariant no licence file found · pointer only
RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface 23 Feb 2024 McAuley-Lab/RecWizard/src/recwizard/modules/kbrd/transformer_encoder_decoder.py d1337a72618a979f unverified no licence file found · pointer only
Mining Fine-Grained Image-Text Alignment for Zero-Shot Captioning via Text-Only Training 4 Jan 2024 Artanic30/MacCap/models/models/MacCap.py 76ccbd16dce4027f unverified no licence file found · pointer only
Text Promptable Surgical Instrument Segmentation with Vision-Language Models 15 Jun 2023 franciszzj/tp-sis/model/segmenter.py 3f54bb164fbff60b ran no licence file found · pointer only
Relational Context Learning for Human-Object Interaction Detection 11 Apr 2023 OreoChocolate/MUREN/models/muren.py d31b0b5046b97f63 ran · metamorphic tier: deterministic no licence file found · pointer only
Scalable Adaptive Computation for Iterative Generation 22 Dec 2022 google-research/pix2seq/architectures/transformers.py f14aac70f9859dd8 unverified Apache-2.0 (permissive)
LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer 19 Dec 2022 salesforce/layoutdetr/training/detr_transformer.py 10f62370eeadef2b ran · metamorphic tier: invariant Apache-2.0 (permissive)
Language Conditioned Spatial Relation Reasoning for 3D Object Grounding 17 Nov 2022 cshizhe/vil3dref/og3d_src/model/cmt_module.py 826240c2b4271a47 ran · metamorphic tier: deterministic no licence file found · pointer only
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds 10 Oct 2022 vlar-group/ogc/models/segnet_ogcdr.py 19e06e5da5917030 ran licence not identified · pointer only
Frozen CLIP Models are Efficient Video Learners 6 Aug 2022 OpenGVLab/efficient-video-recognition/model.py 672cd6b662676846 ran no licence file found · pointer only
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers 27 Jul 2022 postech-ami/fastmetro/src/modeling/model/modeling_fastmetro.py b7f02dc052c23ed5 ran MIT (permissive)
Transformer-Based Multi-modal Proposal and Re-Rank for Wikipedia Image-Caption Matching 21 Jun 2022 towhee-io/towhee/towhee/models/coformer/transformer.py 1b28a7326df88e10 ran fingerprinted Apache-2.0 (permissive)
A Unified Model for Multi-class Anomaly Detection 8 Jun 2022 zhiyuanyou/uniad/models/reconstructions/uniad.py d32327f0af382e01 ran fingerprinted Apache-2.0 (permissive)
Future Transformer for Long-term Action Anticipation 27 May 2022 gongda0e/futr/model/futr.py 0fbcd2ea67d474bd unverified licence not identified · pointer only
Transformer Tracking with Cyclic Shifting Window Attention 8 May 2022 SkyeSong38/CSWinTT/lib/models/cswintt/transformer_cs.py 4d8dc443ac7d55fa ran · metamorphic tier: invariant MIT (permissive)
CoCa: Contrastive Captioners are Image-Text Foundation Models 4 May 2022 facebookresearch/multimodal/torchmultimodal/models/coca/coca_model.py 3624eeb428e322e8 unverified BSD-3-Clause (permissive)
Towards End-to-End Unified Scene Text Detection and Layout Analysis 28 Mar 2022 chend-vl/instructocr/models/transformer_decoder.py 1f69a16dd91f7b3e ran no licence file found · pointer only
RayTran: 3D pose estimation and shape reconstruction of multiple objects from videos with ray-traced transformers 24 Mar 2022 likojack/ODAM/src/models/transformer.py df37859c9b2a3024 ran · metamorphic tier: deterministic MIT (permissive)
Global Tracking Transformers 24 Mar 2022 xingyizhou/GTR/gtr/modeling/roi_heads/transformer.py c7d6e9384aadf1a8 ran no licence file found · pointer only
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolution 17 Mar 2022 mjq11302010044/TATT/model/transformerSR.py fc38364146e4b3a4 ran · metamorphic tier: deterministic MIT (permissive)
Neural Face Identification in a 2D Wireframe Projection of a Manifold Object 8 Mar 2022 manycore-research/faceformer/faceformer/models/model.py eed247c01f20b78e unverified MIT (permissive)
Transformer-based Dual Relation Graph for Multi-label Image Recognition 10 Oct 2021 iCVTEAM/TDRG/models/TDRG.py a1044a3d81853ba9 ran Apache-2.0 (permissive)
StreamHover: Livestream Transcript Summarization and Annotation 11 Sep 2021 ucfnlp/streamhover/src/modeling_bertvqvae.py 22fb2f862330a2a5 unverified no licence file found · pointer only
Thinking Clearly, Talking Fast: Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems 9 Sep 2021 RowitZou/CG-nAR/src/models/insertion_transformer.py 6386ca8c7af0efc0 unverified MIT (permissive)
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining 9 Sep 2021 RowitZou/DAMS/src/models/dams.py c867af54f1f200c8 unverified MIT (permissive)
Improving 3D Object Detection with Channel-wise Transformer 23 Aug 2021 hlsheng1/ct3d/pcdet/models/roi_heads/ct3d_head.py 2cb413b2d6fa8f2e ran · metamorphic tier: deterministic MIT (permissive)
HiFT: Hierarchical Feature Transformer for Aerial Tracking 31 Jul 2021 vision4robotics/HiFT/pysot/models/utile/utile.py 718fbdf281f5e895 ran Apache-2.0 (permissive)
Spatial-Temporal Transformer for Dynamic Scene Graph Generation 26 Jul 2021 lunaproject22/aar/lib/transformer.py 65aa79798bcd2990 ran no licence file found · pointer only
GLiT: Neural Architecture Search for Global and Local Image Transformer 7 Jul 2021 lpxtt/simtrack/lib/models/stark/transformer.py 45c535d5c49fc225 unverified MIT (permissive)
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification 30 May 2021 shengcailiao/QAConv/projects/transmatcher/transmatcher.py 700a80fe0d60b57f ran MIT (permissive)
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification 30 May 2021 ShengcaiLiao/TransMatcher/matching/transmatcher_match.py 28e208cc3e5212ed ran MIT (permissive)
Cross-Lingual Abstractive Summarization with Limited Parallel Resources 28 May 2021 WoodenWhite/MCLAS/src/models/model_builder.py d51520322f499873 unverified MIT (permissive)
Few-Shot Transformation of Common Actions into Time and Space 6 Apr 2021 PengWan-Yang/few-shot-transformer/models/transformer.py 2ea7d8af7a370ee2 ran Apache-2.0 (permissive)
Group-Free 3D Object Detection via Transformers 1 Apr 2021 KookHoiKim/GroupFree3dBaseline/models/detector.py 582548d08ea83826 unverified MIT (permissive)
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking 22 Mar 2021 594422814/TransformerTrack/ltr/models/target_classifier/transformer.py 81552d44911a524a ran · metamorphic tier: deterministic MIT (permissive)
Learning Multi-Scene Absolute Pose Regression with Transformers 21 Mar 2021 yolish/c2f-ms-transformer/models/transposenet/C2FEMSTransPoseNet.py 99ef5988497ebff4 unverified no licence file found · pointer only
Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition 11 Mar 2021 FangShancheng/ABINet/modules/model_abinet.py cf1325762bea9012 unverified licence not identified · pointer only
Self-Paced Learning for Neural Machine Translation 9 Oct 2020 wanyu2018umac/Self-Paced-Learning-for-Neural-Machine-Translation/train/train_single.py 514696aa7b0edb39 unverified no licence file found · pointer only
IsarStep: a Benchmark for High-level Mathematical Reasoning 13 Jun 2020 reactive-systems/ml2/ml2/models/tf_hierarchical_transformer.py 5026c83d97c9ffb8 unverified MIT (permissive)
End-to-End Object Detection with Transformers 26 May 2020 clive819/Modified-DETR/models/detr.py e6df50cb4054a21d ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
End-to-End Object Detection with Transformers 26 May 2020 alibaba/EasyCV/easycv/models/detection/detectors/detr/detr_transformer.py 9c120638dc644120 ran Apache-2.0 (permissive)
Low-Resource Knowledge-Grounded Dialogue Generation 24 Feb 2020 lizekang/ITDD/onmt/decoders/ktransformer.py 48374381187b3379 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 AssafSinger94/sigmorphon-2020-inflection/src/transformer.py 9f797607584327d8 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 enhuiz/torchnmt/torchnmt/networks/transformer.py f793382c84db2c80 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 JanAthmer/Compositional-generalization-capabillity-of-Transformer/models/transformer.py 9ea7250a46d15771 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 cosmoquester/seq2seq/seq2seq/model.py a1aa6c048b9848fc ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 reactive-systems/circuit-repair/ml2/models/transformer.py 44f55fd50ed7d4d1 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 gooppe/transformer-summarization/nn/modules/transformer.py de022157093b7002 unverified MIT (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".

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