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PositionwiseFeedForward

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

PositionwiseFeedForward appears in the code Syntology harvested for 36 papers, as 56 distinct code bodies found in 56 places (a place is one code body under one paper). At least one of them ran in 35 of the papers; 18 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 PositionwiseFeedForward 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 53 of the 56 distinct code bodies named PositionwiseFeedForward; 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
53ran
3unverified
18fingerprinted

Licence is a property of each copy, so it is counted per place: 33 of the 56 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

36 papers shown of 36, newest first; 56 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. 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
Sequential Modality Dropout for Robust Multi-Modal Sequential Recommendation * added by Syntology 2026-08 (from id) guanqun-yang/SMD/smd/model.py e5bce0d87d8da24a ran · metamorphic tier: deterministic no licence file found · pointer only
Relational graph-driven differential denoising and diffusion attention fusion for multimodal conversation emotion recognition added by Syntology 2026-03 (from id) liuying2023912/ReDiFu/model.py 4f0b486a3ee98606 ran no licence file found · pointer only
Domain Adaptation Without the Compute Burden for Efficient Whole Slide Image Analysis added by Syntology 2026-03 (from id) umarikkar/eWSI/models/wsi_models.py ada0c80b6bd1eba6 ran · metamorphic tier: deterministic no licence file found · pointer only
Flow Matching based Sequential Recommender Model 22 May 2025 FengLiu-1/FMRec/src/fmrec.py 83bf41e37a4efe7c ran no licence file found · pointer only
Cross-modal Causal Relation Alignment for Video Question Grounding 5 Mar 2025 WissingChen/CRA-GQA/models/cra.py 45ddeb3b36bed730 ran · metamorphic tier: deterministic no licence file found · pointer only
Knowledge Tracing in Programming Education Integrating Students' Questions 22 Jan 2025 holi-lab/SQKT/main/blocks/encoder_layer.py 3f04f961d1a1a3dd ran no licence file found · pointer only
Can Transformers Learn Full Bayesian Inference in Context? 28 Jan 2025 arikreuter/icl_for_full_bayesian_inference/LinearRegression/Models/Transformer_CNF.py c8a3be75f1c48e47 ran fingerprinted no licence file found · pointer only
Prompt-enhanced Network for Hateful Meme Classification 12 Nov 2024 juszzi/Pen/Pen/rela_encoder.py 310aa085b41983d9 ran no licence file found · pointer only
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis 7 Nov 2024 WuQiangXDU/Peri-midFormer/model/PerimidFormer.py e988889f2e24b89d ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Preference Diffusion for Recommendation 17 Oct 2024 lswhim/preferdiff/models/PreferDiff/_model.py 89f25d4ab4d600e3 ran · metamorphic tier: deterministic no licence file found · pointer only
Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem 14 Jun 2024 pkutan/sawt/ActorCriticNetwork_qap_mixEncoder.py 9c08d66abe21cb78 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Semi-Supervised Spoken Language Glossification 12 Jun 2024 yaohj11/S3LG/model/seq2seq/encoder.py 40933e301bb2d3be ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records 7 May 2024 The-Real-JerryChen/TRANS/models/Seqmodels.py e1041c5cf014c687 ran · metamorphic tier: invariant no licence file found · pointer only
Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks 20 Apr 2024 r-pad/taxpose/taxpose/nets/transformer_flow.py 49c1ccb5ad835ec4 ran MIT (permissive)
Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning 8 Apr 2024 Jaewoo97/T2P/models/lightningModel_T2P.py 26d72c0390d2b9a9 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 fcc2d8bf7194efb7 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Concise Answers to Complex Questions: Summarization of Long-form Answers 30 May 2023 acpotluri/lfqa_summary/model/PreSumm/src/models/encoder.py 0ba6c9ba01f4abd2 ran · metamorphic tier: deterministic no licence file found · pointer only
Two Birds, One Stone: A Unified Framework for Joint Learning of Image and Video Style Transfers 22 Apr 2023 NevSNev/UniST/models/transformer/Models.py fbe61734f350ca10 ran fingerprinted no licence file found · pointer only
Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style 25 Mar 2023 buptLinfy/ZSE-SBIR/model/model.py 2d97255bca4d10bc ran MIT (permissive)
CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition with Variational Alignment 10 Mar 2023 binbinjiang/CVT-SLR/cvtslr_model.py bef5f1e882f94aa7 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
CRISP: Curriculum based Sequential Neural Decoders for Polar Code Family 1 Oct 2022 hebbarashwin/neural_polar_decoder/models.py 86babeb581f77b1a ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Hierarchically Self-Supervised Transformer for Human Skeleton Representation Learning 20 Jul 2022 yuxiaochen1103/Hi-TRS/model/Hi_TRS.py c43b3abbac05b81b ran fingerprinted Apache-2.0 (permissive)
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation 15 Mar 2022 paTRICK-swk/P-STMO/model/stmo_pretrain.py cb80183aeec842d5 ran · metamorphic tier: invariant MIT (permissive)
ASSIST: Towards Label Noise-Robust Dialogue State Tracking 26 Feb 2022 smartyfh/dst-assist/STAR/models/DST.py 1e655eaebd58dfd6 ran no licence file found · pointer only
Image Difference Captioning with Pre-training and Contrastive Learning 9 Feb 2022 yaolinli/IDC/bird/modules_pretrain_bird.py 7b01671a89b20337 ran · metamorphic tier: deterministic MIT (permissive)
StreamHover: Livestream Transcript Summarization and Annotation 11 Sep 2021 ucfnlp/streamhover/src/modeling_bertvqvae.py a632b48286d1529b ran · metamorphic tier: deterministic no licence file found · pointer only
Cross-Lingual Abstractive Summarization with Limited Parallel Resources 28 May 2021 WoodenWhite/MCLAS/src/models/model_builder.py 053f83a8a313ebf7 ran MIT (permissive)
Data Augmentation for Abstractive Query-Focused Multi-Document Summarization 2 Mar 2021 ramakanth-pasunuru/QmdsCnnIr/src/abstractive/transformer_encoder.py 615f570cc33bdbff ran · metamorphic tier: deterministic no licence file found · pointer only
CATE: Computation-aware Neural Architecture Encoding with Transformers 14 Feb 2021 MSU-MLSys-Lab/CATE/layers/transformer.py 73d36f4b75757093 ran fingerprinted Apache-2.0 (permissive)
Generating Radiology Reports via Memory-driven Transformer 30 Oct 2020 cuhksz-nlp/R2Gen/modules/encoder_decoder.py 31ac554b956f2c39 ran · metamorphic tier: deterministic no licence file found · pointer only
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 OlaWod/my-fastspeech2/model/model.py 06c86d0f5a38e81d ran · metamorphic tier: invariant no licence file found · pointer only
Graph-based, Self-Supervised Program Repair from Diagnostic Feedback 20 May 2020 michiyasunaga/DrRepair/model/repairer/model/attention_zoo.py 675f1cb139ebf772 ran · metamorphic tier: deterministic MIT (permissive)
A Probabilistic Formulation of Unsupervised Text Style Transfer 10 Feb 2020 thu-coai/NAST/styletransformer/transformer.py 94350806140c9d40 ran · metamorphic tier: deterministic MIT (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 xinyooo/ALBERT4Rec/models/albert_modules/albert.py b0a2ed9c8469e733 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 fanchenyou/transformer-study/transformer_bert_from_scratch_5.py 708bd2d8037a185a ran · metamorphic tier: deterministic no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 wenhuchen/HDSA-Dialog/transformer/Transformer.py c47eb374e0a8f194 ran · metamorphic tier: deterministic MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 linlei1214/SITS-BERT/code/model/bert.py bb6ffa608bbf657a unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 tbmoon/LANL_Earthquake_Prediction/models.py 8ca2995c70fac925 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 WenYanger/General-Transformer-Pytorch/Transformer.py 583bf56f778b678c ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 Rudedaisy/attention-is-all-you-need-pytorch/transformer/Models.py e2f9a8814c83e9c2 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 emanuele-progr/PSSP/transformer.py 0e3b92e0684cdafe ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 maxjcohen/transformer/tst/transformer.py 486e9a9a09cbf295 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Attention Is All You Need 12 Jun 2017 liqichen6688/duo-attention/transformer/Models.py 3f8ebf0cc8ec619a ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 MohamedAbdelsalam9/TT-Transformer/transformer/Models.py 1dd2bd9e74a21753 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 ArdalanM/nlp-benchmarks/src/transformer/net.py b77b511f5a7d8cb3 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 SeoroMin/transformer_pytorch_ver2/transformer/Models.py 59c10ff7631302cc ran fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 Fuchai/language/deeplearning/modeltran.py 083dd65cb15695f9 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 harvardnlp/annotated-transformer/the_annotated_transformer.py a8d2219ac8ec7146 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 yanqi1811/attention-is-all-you-need/transformer/Models.py c50111aa9f26fffb ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 kolloldas/torchnlp/torchnlp/modules/transformer/layers.py 0f93a85f3e656b7f ran fingerprinted Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 kotu931226/classifier_transformer_pytorch/model.py ab073a092d8942cf ran · metamorphic tier: invariant Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 moon23k/Transformer_Anchors/model/scratch_model.py a8f32ef8ab2a43b1 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 keonlee9420/Parallel-Tacotron2/model/blocks.py 8de76ac05ed6c255 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 stevinc/Transformer_Timeseries/models/transformer/transformer.py f5193eab5eb0653d ran · metamorphic tier: invariant no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 hyunwookl/testam/model.py a047ded78438c656 ran fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 Iwontbecreative/Abstractive-summarization-OpenNMT/onmt/modules/Transformer.py 4c5b5d661b4f81c9 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".

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