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PositionalEmbedding

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

PositionalEmbedding appears in the code Syntology harvested for 43 papers, as 49 distinct code bodies found in 49 places (a place is one code body under one paper). At least one of them ran in 41 of the papers; 24 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 PositionalEmbedding 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 47 of the 49 distinct code bodies named PositionalEmbedding; 2 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
47ran
2unverified
24fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 49 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; 49 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 10 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
GenPO++: Generative Policy Optimization with Jacobian-free Likelihood Ratios added by Syntology 2026-06 (from id) PolicyFlow2026/PolicyFlow/policyflow/policyflow_torch/modules/flow/flow.py ea6f34e321ea3785 ran MIT (permissive)
Spatiotemporal Imputation with Graph-Informed Flow Matching added by Syntology 2026-06 (from id) zepengzhang/GiFlow/models/FlowMatching.py 0b44d4fb82a93fd9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MindAlign: Bridging EEG, Vision, and Language for Zero-Shot Visual Decoding added by Syntology 2026-05 (from id) anon-eeg/eeg_image_decoding/eeg_encoders.py 90905fc24416c36b ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
GiLT: Augmenting Transformer Language Models with Dependency Graphs added by Syntology 2026-05 (from id) cookie-pie-oops/GiLT-LM/src/model_bllip_dep.py e0fa815ddb4f7161 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables added by Syntology 2026-03 (from id) decisionintelligence/GCGNet/ts_benchmark/baselines/GCGNet/models/gcgnet_model.py a252f6205f6f5eae ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
LEFT: Learnable Fusion of Tri-view Tokens for Unsupervised Time Series Anomaly Detection added by Syntology 2026-02 (from id) DezhengWang/Left/models/Left/LEFT.py 2a277f0e68bcd490 ran no licence file found · pointer only
TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection added by Syntology 2026-02 (from id) AlirezaSalehy/Tipsomaly/model/tips/text_encoder.py 433b3cc572d51ec2 ran fingerprinted MIT (permissive)
Cascaded Flow Matching for Heterogeneous Tabular Data with Mixed-Type Features added by Syntology 2026-01 (from id) amazon-science/tabsyn/tabsyn/model.py ca222903a55dd0b7 unverified Apache-2.0 (permissive)
Synthetic Series-Symbol Data Generation for Time Series Foundation Models added by Syntology 2025-10 (from id) wwhenxuan/SymTime/models/pretrain_model.py 98baad7ba2deef88 ran · metamorphic tier: deterministic MIT (permissive)
Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation added by Syntology 2025-09 (from id) JinPLu/VeloxSeg/model/VeloxSeg.py 29a794d4f9736b5e 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 4133dbd42b3b0f4c ran · metamorphic tier: deterministic no licence file found · pointer only
MAPS: Motivation-Aware Personalized Search via LLM-Driven Consultation Alignment 3 Mar 2025 E-qin/MAPS/models/cs/TEM_CS_0206_Final.py c9786c0dc5508cbc ran fingerprinted licence not identified · pointer only
General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data 5 Feb 2025 MMTS4All/GTM/models/GTM.py d25f0fc2a64d647c ran MIT (permissive)
FoundationStereo: Zero-Shot Stereo Matching 17 Jan 2025 NVlabs/FoundationStereo/core/foundation_stereo.py c70a8bfd36e2875a ran · metamorphic tier: deterministic licence not identified · pointer only
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis 7 Nov 2024 WuQiangXDU/Peri-midFormer/model/PerimidFormer.py 280791f6a2fcc047 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification 1 Nov 2024 yunshiwen/vqshape/vqshape/model.py 511d90614af70052 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting 8 Oct 2024 mingyue-cheng/timemae/model/TimeMAE.py 263f21894d0b5f3c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MoST: Motion Style Transformer between Diverse Action Contents 10 Mar 2024 Boeun-Kim/MoST/model/networks.py 7478fe455cccc0e9 ran fingerprinted MIT (permissive)
UniTS: A Unified Multi-Task Time Series Model 29 Feb 2024 thuml/Time-Series-Library/models/TimeMixer.py 5da1d16a64cf53ce ran · metamorphic tier: invariant fingerprinted MIT (permissive)
MOMENT: A Family of Open Time-series Foundation Models 6 Feb 2024 moment-timeseries-foundation-model/moment-research/moment/models/moment.py 9b8f485416c59a5e ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Hierarchical Vision Transformers for Context-Aware Prostate Cancer Grading in Whole Slide Images 19 Dec 2023 computationalpathologygroup/hvit/source/models.py 5d23b5913fda3916 ran · metamorphic tier: deterministic no licence file found · pointer only
DDxT: Deep Generative Transformer Models for Differential Diagnosis 2 Dec 2023 MahmudulAlam/Differential-Diagnosis-Using-Transformers/network.py 717b28563f2c17c3 ran MIT (permissive)
Monarch Mixer: A Simple Sub-Quadratic GEMM-Based Architecture 18 Oct 2023 HazyResearch/m2/bert/src/mm/monarch_mixer_sequence_mixer.py c3fc52e16deda095 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Joint-Relation Transformer for Multi-Person Motion Prediction 9 Aug 2023 MediaBrain-SJTU/JRTransformer/model/model.py 6141e32d349c6520 ran no licence file found · pointer only
Focus the Discrepancy: Intra- and Inter-Correlation Learning for Image Anomaly Detection 6 Aug 2023 xcyao00/FOD/models/model.py 9aadfb2a17c8c080 ran MIT (permissive)
SwiFT: Swin 4D fMRI Transformer 12 Jul 2023 transconnectome/swift/project/module/models/swin4d_transformer_ver7.py 68b986bf66c51ea9 ran Apache-2.0 (permissive)
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution 27 Jun 2023 frederikkemarin/bend/bend/models/hyena_dna.py 0e977f11203102fd ran BSD-3-Clause (permissive)
Identity-Preserving Talking Face Generation with Landmark and Appearance Priors 15 May 2023 Weizhi-Zhong/IP_LAP/models/landmark_generator.py a194859bc1a0f940 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Sigmoid Loss for Language Image Pre-Training 27 Mar 2023 apple/ml-mobileclip/mobileclip/clip.py 1e38402044297bef ran · metamorphic tier: well formed licence not identified · pointer only
CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition with Variational Alignment 10 Mar 2023 binbinjiang/CVT-SLR/cvtslr_model.py fd20d6f53d54aa88 ran · metamorphic tier: invariant fingerprinted 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 cc9347d9fcbd79f0 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
SpeechLMScore: Evaluating speech generation using speech language model 8 Dec 2022 soumimaiti/speechlmscore_tool/utils/positional_embedding.py 4f238f6c91b66b7c unverified Apache-2.0 (permissive)
DreamFusion: Text-to-3D using 2D Diffusion 29 Sep 2022 muelea/buddi/llib/models/regressors/buddi.py 2a245d7aeebe03eb ran MIT (permissive)
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer 20 Jul 2022 Chenyu-Yang-2000/EleGANt/models/elegant.py 0d8a48a224db0d6c ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Global-local Motion Transformer for Unsupervised Skeleton-based Action Learning 13 Jul 2022 Boeun-Kim/GL-Transformer/model/transformer.py de6ffaaff7e6b49a ran fingerprinted MIT (permissive)
Latent Diffusion Energy-Based Model for Interpretable Text Modeling 13 Jun 2022 yupeiyu98/latent-diffusion-ebm/workspace/modules/ldebm.py ab0ebfdf7209cb1d ran fingerprinted no licence file found · pointer only
Mask-based Latent Reconstruction for Reinforcement Learning 28 Jan 2022 microsoft/Mask-based-Latent-Reconstruction/DMControl/src/mtm_sac.py 0b8b5b709ce22b1e ran · metamorphic tier: well formed MIT (permissive)
CATE: Computation-aware Neural Architecture Encoding with Transformers 14 Feb 2021 MSU-MLSys-Lab/CATE/layers/transformer.py 21d20b888bdba6a4 ran Apache-2.0 (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 martinwhl/Informer-PyTorch-Lightning/models/informer/model.py fe4e559b538b3ba0 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 AndrzejMiskow/TradeAI/prediction_service/transformers/models.py 3ec0eb0ce028e761 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting 14 Dec 2020 tianhai123/Informer-Tensorflow/models/model.py c9eed2b60149c2b6 ran Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 vvvm23/albert/albert/model.py d6e09a6ed82fe99e ran fingerprinted MIT (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 shanghai-digital-brain-laboratory/bdm-db1/src/model/transformer_xl.py 142586d370dc7c1e 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 06ce2b899569db5b ran · metamorphic tier: deterministic Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 pytorch/text/torchtext/models/roberta/model.py 4631d4896f7b464d ran · metamorphic tier: deterministic fingerprinted BSD-3-Clause (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 fanchenyou/transformer-study/transformer_bert_from_scratch_5.py d16f303823d8ee5a ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 WenYanger/General-Transformer-Pytorch/Transformer.py 47488f1ddf91ac13 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 tree-park/transformer_lm/lib/model/transformer.py 9322dfdb0ee40a03 ran · metamorphic tier: invariant no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 gooppe/transformer-summarization/nn/modules/transformer.py fe3dd01882d99103 ran · metamorphic tier: invariant 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