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DecoderLayer

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

DecoderLayer appears in the code Syntology harvested for 43 papers, as 83 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 27 of the papers; 4 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 DecoderLayer 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 49 of the 83 distinct code bodies named DecoderLayer; 34 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
49ran
34unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 37 of the 83 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

43 papers shown of 43, newest first; 83 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; 2 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
ScreenShot: A Foundation Model for Few-Shot Combination Drug Screening added by Syntology 2026-08 (from id) tansey-lab/screenshot/screenshot/screenshot.py f5c853e072bbc887 unverified no licence file found · pointer only
CoordLight: Learning Decentralized Coordination for Network-Wide Traffic Signal Control added by Syntology 2026-03 (from id) marmotlab/CoordLight/Models/CoordLightModel.py 30303624bb3dec79 ran MIT (permissive)
Neuro-Spectral Architectures for Causal Physics-Informed Networks added by Syntology 2025-09 (from id) arthur-bizzi/neusa/models/PINNsFormer.py 8e23cddcf52d61b1 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2506.17230 2025-06 (from id) YichenLuo-0/MMET/model/mmet.py 9268078cec167a5a ran MIT (permissive)
Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction 16 Jun 2025 zhyidi/CRC/model/Planner.py 15ca36d0097c18b2 unverified Apache-2.0 (permissive)
arXiv:2506.02935 2025-06 (from id) CIAM-Group/MTLKD/student_model/model/model.py b6d71ccb4c5ee9df ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Learning to Insert for Constructive Neural Vehicle Routing Solver 20 May 2025 CIAM-Group/L2C_Insert/L2C_Insert/CVRP/Train/VRPModel.py f1ad915f943c2b5d unverified MIT (permissive)
Cross-modal Causal Relation Alignment for Video Question Grounding 5 Mar 2025 WissingChen/CRA-GQA/models/cra.py f8e2060df2b0114e ran · metamorphic tier: deterministic no licence file found · pointer only
Destroy and Repair Using Hyper Graphs for Routing 22 Feb 2025 ciam-group/drhg/TSP/TSPModel_DRHG.py 99364ba259b31efe unverified no licence file found · pointer only
General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data 5 Feb 2025 MMTS4All/GTM/models/GTM.py b6cad3bbf33a540a unverified MIT (permissive)
How far are today's time-series models from real-world weather forecasting applications? 20 Jun 2024 taohan10200/weather-5k/models/Corrformer.py ba4b7db0656f9fd6 ran MIT (permissive)
Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models 4 Jun 2024 songtaoliu0823/crebm/Energy_function/reward_model.py d291fa98cd3fd2ba unverified MIT (permissive)
Are Self-Attentions Effective for Time Series Forecasting? 27 May 2024 dongbeank/cats/models/CATS.py 5b900d79dd00feb4 ran MIT (permissive)
Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks 20 Apr 2024 r-pad/taxpose/taxpose/nets/transformer_flow.py 6fa6bcc8cc01f9be ran MIT (permissive)
More Room for Language: Investigating the Effect of Retrieval on Language Models 16 Apr 2024 ltgoslo/more-room-for-language/pretraining/model.py e33479b4d78bddd5 unverified GPL-3.0 (copyleft) · pointer only
Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning 8 Apr 2024 Jaewoo97/T2P/models/lightningModel_T2P.py 0e81def25efb199b ran fingerprinted no licence file found · pointer only
Generating Medical Prescriptions with Conditional Transformer 30 Oct 2023 hecta-uom/label-to-text-transformer/Models/EncDecTransformer/Models.py 9a90009ebd92e479 ran no licence file found · pointer only
Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization 12 Oct 2023 ciam-group/nco_code/single_objective/LEHD/CVRP/VRPModel.py c559544d2b05dfa9 ran MIT (permissive)
Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting 9 Mar 2023 xiaogangpeng/tbiformer/models/net.py b14ef53ac07d3f02 ran no licence file found · pointer only
Towards Real-Time Panoptic Narrative Grounding by an End-to-End Grounding Network 9 Jan 2023 Mr-Neko/EPNG/models/EPNG/MainModule.py 996ac8b6ae8e9c3b unverified no licence file found · pointer only
First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting 15 Dec 2022 BeBeYourLove/TDformer/model/TDformer.py a764d7bf11731507 ran · metamorphic tier: deterministic no licence file found · pointer only
FusionRetro: Molecule Representation Fusion via In-Context Learning for Retrosynthetic Planning 30 Sep 2022 songtaoliu0823/fusionretro/FusionRetro/modeling.py f1b165a65087e010 unverified no licence file found · pointer only
Scene Text Recognition with Permuted Autoregressive Sequence Models 14 Jul 2022 baudm/parseq/strhub/models/parseq/model.py e75df7801ed60b29 ran Apache-2.0 (permissive)
Recurrent Memory Transformer 14 Jul 2022 booydar/lm-rmt/pytorch/mem_transformer.py 460c2ddd444dbae3 ran Apache-2.0 (permissive)
Segmenting Moving Objects via an Object-Centric Layered Representation 5 Jul 2022 Jyxarthur/OCLR_model/models/oclr.py 137850413fc262a6 unverified MIT (permissive)
Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting 8 Jun 2022 borealisai/scaleformer/models/AutoformerMS.py 4903e16b933f2e84 unverified licence not identified · pointer only
Neural Texture Extraction and Distribution for Controllable Person Image Synthesis 13 Apr 2022 renyurui/neural-texture-extraction-distribution/generators/extraction_distribution_model.py 92e8ec062c2c5290 unverified licence not identified · pointer only
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 232525/PureT/models/pure_transformer.py 1ba18af6ffb51016 ran no licence file found · pointer only
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py 3bafaef1eb838048 unverified MIT (permissive)
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution 27 Mar 2022 llmpass/RSTT/models/RSTT.py cb3cd3a0e1663f15 unverified no licence file found · pointer only
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting 30 Jan 2022 damo-di-ml/icml2022-fedformer/models/FEDformer.py 67fefaba4d005397 ran MIT (permissive)
MT3: Multi-Task Multitrack Music Transcription 4 Nov 2021 magenta/mt3/mt3/network.py a7add228a2b5eb4c unverified Apache-2.0 (permissive)
A Three-Stage Learning Framework for Low-Resource Knowledge-Grounded Dialogue Generation 9 Sep 2021 neukg/KAT-TSLF/kat/modeling.py 872d52d59b50cd30 unverified MIT (permissive)
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting 24 Jun 2021 thuml/autoformer/models/Autoformer.py b4cbe9d6ab095cdf ran MIT (permissive)
Is Space-Time Attention All You Need for Video Understanding? 9 Feb 2021 jerrywn121/TianChi_AIEarth/STTransformer/transformer.py 1879ef86738392c0 ran · metamorphic tier: deterministic no licence file found · pointer only
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 martinwhl/Informer-PyTorch-Lightning/models/informer/model.py da4711602410c52c ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 larsbentsen/fftransformer/models/Informer.py 50c2f756e8a28edb ran · metamorphic tier: deterministic no licence file found · pointer only
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 AndrzejMiskow/TradeAI/prediction_service/transformers/models.py 80e44c571e571357 ran · metamorphic tier: deterministic MIT (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 tianhai123/Informer-Tensorflow/models/model.py 373de80bb388a8f6 ran Apache-2.0 (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 zhouhaoyi/Informer2020/models/model.py 3c106372e0a83470 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Generating Radiology Reports via Memory-driven Transformer 30 Oct 2020 cuhksz-nlp/R2Gen/modules/encoder_decoder.py 4d87926b21da466a ran · metamorphic tier: deterministic no licence file found · pointer only
End-to-End Object Detection with Transformers 26 May 2020 Leonardo-Blanger/detr_tensorflow/detr_tensorflow/models/detr.py af5a7f149644b25e ran MIT (permissive)
End-to-End Object Detection with Transformers 26 May 2020 pranavjadhav001/detr_keras/detr/detr.py 915b67b9468a4470 ran MIT (permissive)
End-to-End Object Detection with Transformers 26 May 2020 Visual-Behavior/detr-tensorflow/detr_tf/networks/detr.py 8f0652e50cf5e88e unverified MIT (permissive)
Highway Transformer: Self-Gating Enhanced Self-Attentive Networks 17 Apr 2020 cyk1337/Highway-Transformer/pytorch/mem_transformer.py 521b014e68c564ef unverified Apache-2.0 (permissive)
A Probabilistic Formulation of Unsupervised Text Style Transfer 10 Feb 2020 thu-coai/NAST/styletransformer/transformer.py f62647ab841d8eac ran · metamorphic tier: deterministic MIT (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 kimiyoung/transformer-xl/pytorch/mem_transformer.py e8aac29a19d0c2e7 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 cedrickchee/pytorch-pretrained-BERT/pytorch_pretrained_bert/modeling_transfo_xl.py fc52846dc775edff unverified Apache-2.0 (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 NVIDIA/DeepLearningExamples/PyTorch/LanguageModeling/Transformer-XL/pytorch/mem_transformer.py c614edf5b8c0d3b0 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 Kirankumaraswamy/Transformers/models/transformer_model.py 1e3347f4156fa9fb ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 liqichen6688/duo-attention/transformer/Models.py c55c0e8cec39d1f8 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 text-machine-lab/transformerpy/transformer/Models.py 636fb8363ed50bc1 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 anhtu293/transformer_from_scratch/model/transformer.py bfc615abe791d718 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 plkmo/Transformer-Eng2French/src/models.py f3e627e3173060f0 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 ArdalanM/nlp-benchmarks/src/transformer/net.py 01494e3fcc858f8e ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 HanhaiNotHai/transformer/transformer.py 4e63bd8b329be326 ran WTFPL · pointer only
Attention Is All You Need 12 Jun 2017 soumik12345/transformer.pytorch/src/model.py 213844a2c63d18a3 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 tanjeffreyz/attention-is-all-you-need/modules/transformer.py bd3b2a4011c04b53 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 gordicaleksa/pytorch-original-transformer/models/definitions/transformer_model.py 5aac12c8af2e53f1 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 harvardnlp/annotated-transformer/the_annotated_transformer.py 12bfc54ec8d851b3 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 dhiraa/tener/src/tener/models/vanialla_transformer.py 8616c38b8ec19c9b ran Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 uzi0espil/research-papers-implementation/Attention Is All You Need/model.py 49f44b4804d955d1 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 kotu931226/classifier_transformer_pytorch/model.py 4b09ae148ba91cdb ran · metamorphic tier: invariant Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 moon23k/Transformer_Anchors/model/scratch_model.py 4374af1b27a87761 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 nsfzyzz/generalization_metrics_for_nlp/models/definitions/transformer_model.py a2c75ddbd7cd3160 ran fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 bangoc123/transformer/transformer/model.py 8f1cb5b6aa8a0052 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 Aveek-Saha/Transformer/model.py 130bdcdcfe667409 ran Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 Rudedaisy/attention-is-all-you-need-pytorch/transformer/Models.py 70cf2edc3dfe74ee unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 emanuele-progr/PSSP/transformer.py 24d714469d1ddcc9 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 yueyongjiao/Transformer-Contextual/transformer/Models.py bbfd42a1737ada3c unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 graykode/nlp-tutorial/5-1.Transformer/Transformer.py cb172a34f3f8b950 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 MohamedAbdelsalam9/TT-Transformer/transformer/Models.py a5988aec9ddc0949 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 LiamMaclean216/Pytorch-Transfomer/Network.py 04037ad92286929d unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 SeoroMin/transformer_pytorch_ver2/transformer/Models.py d233b1ef08b414ee unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 Skumarr53/Attention-is-All-you-Need-PyTorch/transformer/model.py 9c10ac9a6a5b0047 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 yanqi1811/attention-is-all-you-need/transformer/Models.py 1ae6cecb0bf71f39 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 natel9178/transformer-refork/transformer/Models.py a1b6a72985036866 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 redevaaa/Transformer-for-EEG/lib/eeg_transformer.py b5179b438a776b8d unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 moon23k/Scheduled_Sampling/model/transformer.py 678871d355161f48 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 hrbigelow/transformer-aiayn/aiayn/model.py 00dd6c6629bf477c unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 DevSinghSachan/multilingual_nmt/models/transformer.py 2356e2bc9ca86c1b unverified no licence file found · pointer only
Get To The Point: Summarization with Pointer-Generator Networks 14 Apr 2017 steph1793/Pointer_Transformer_Generator/transformer.py 1148acdcc26decf0 ran MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 MoaazK/comp511-project/src/models/UNet.py 1a28852e825b1ecc ran · metamorphic tier: invariant GPL-3.0 (copyleft) · 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