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positional_encoding

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

positional_encoding appears in the code Syntology harvested for 63 papers, as 46 distinct code bodies found in 71 places (a place is one code body under one paper). At least one of them ran in 46 of the papers; 13 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 positional_encoding 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 27 of the 46 distinct code bodies named positional_encoding; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

13ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
5ran · fixture could not drive it
7ran
19unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 71 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

63 papers shown of 63, newest first; 71 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; 3 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
Quantifying the Pre-training Dividend: Generative versus Latent Self-Supervised Learning for Time Series Foundation Models added by Syntology 2026-05 (from id) noammajor/Models/NTP/models/layers/pos_encoding.py 2c8bf94a02b2089c ran · honoured contract 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 0a2c2b3ca3036ed1 ran · honoured contract fingerprinted no licence file found · pointer only
MotionHiFlow: Text-to-Motion via Hierarchical Flow Matching added by Syntology 2026-04 (from id) ai-lh/MotionHiFlow/src/evaluators/t2m_eval_modules.py cdd18b1ca5a038e1 ran no licence file found · pointer only
CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data added by Syntology 2026-04 (from id) rsoatto/countsdiff/src/countsdiff/generation/sampling.py 037a743663696ad7 unverified no licence file found · pointer only
SEMPO: Lightweight Foundation Models for Time Series Forecasting added by Syntology 2025-10 (from id) mala-lab/SEMPO/models/SEMPO.py 2c8bf94a02b2089c ran · honoured contract Apache-2.0 (permissive)
Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting 22 Aug 2024 YukinoAsuna/SAMBA/model/SAMBA.py 2d4087a19411edcf unverified MIT (permissive)
Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal Sampling 6 Jun 2024 merlresearch/Gear-NeRF/nlf/nets/tensorf_dynamic.py d5e9d3045cbf7799 ran · our draft was wrong fingerprinted AGPL-3.0 (copyleft) · pointer only
Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation 2 Jun 2024 hvision-nku/cascade-clip/models/decode_heads/utils.py da3acf7173bd84f0 ran MIT (permissive)
FreeSplat: Generalizable 3D Gaussian Splatting Towards Free-View Synthesis of Indoor Scenes 28 May 2024 wangys16/freesplat/src/model/encoder/encoder_freesplat.py 70593029b8676d40 ran fingerprinted no licence file found · pointer only
Flatten Anything: Unsupervised Neural Surface Parameterization 23 May 2024 ruiqixu37/Nuvo/network.py bd61be1ecfd86fb3 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective 22 May 2024 vewoxic/tgtsf/layers/TGTSF_torch.py 9e1a8618afdae1b6 unverified Apache-2.0 (permissive)
RepEval: Effective Text Evaluation with LLM Representation 30 Apr 2024 shikib/usr/transformers/modeling_ctrl.py 59ac77747a12b1cb ran Apache-2.0 (permissive)
OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation 21 Mar 2024 cubeyoung/OTSeg/models/decode_heads/utils.py da3acf7173bd84f0 ran no licence file found · pointer only
ReGenNet: Towards Human Action-Reaction Synthesis 18 Mar 2024 liangxuy/ReGenNet/model/transformer_utils.py 240608f92933f8f3 ran fingerprinted MIT (permissive)
OV-NeRF: Open-vocabulary Neural Radiance Fields with Vision and Language Foundation Models for 3D Semantic Understanding 7 Feb 2024 pcl3dv/ov-nerf/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted no licence file found · pointer only
Sharp-NeRF: Grid-based Fast Deblurring Neural Radiance Fields Using Sharpness Prior 1 Jan 2024 benhenryl/sharpnerf/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
Spectral Prompt Tuning:Unveiling Unseen Classes for Zero-Shot Semantic Segmentation 20 Dec 2023 clearxu/spt/models/decode_heads/utils.py da3acf7173bd84f0 ran no licence file found · pointer only
SlimmeRF: Slimmable Radiance Fields 15 Dec 2023 shiran-yuan/slimmerf/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces 15 Dec 2023 ruijiezhu94/ti-face/T-Face/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
An Improved Masking Strategy for Self-supervised Masked Reconstruction in Human Activity Recognition 2023-12 (from id) diheal/channle_masking/utils.py 70fe09020aeba7f4 ran · honoured contract no licence file found · pointer only
ImFace++: A Sophisticated Nonlinear 3D Morphable Face Model with Implicit Neural Representations 7 Dec 2023 mingwuzheng/imface/model/net_utils.py 5dc5221283e31f20 ran MIT (permissive)
Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields 6 Dec 2023 keloee/maskfield/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
MoMask: Generative Masked Modeling of 3D Human Motions 29 Nov 2023 EricGuo5513/momask-codes/models/t2m_eval_modules.py cdd18b1ca5a038e1 ran MIT (permissive)
MIMO-NeRF: Fast Neural Rendering with Multi-input Multi-output Neural Radiance Fields 3 Oct 2023 apchenstu/TensoRF/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
Spec-NeRF: Multi-spectral Neural Radiance Fields 14 Sep 2023 cpregroup/specnerf-v2/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted no licence file found · pointer only
Strivec: Sparse Tri-Vector Radiance Fields 25 Jul 2023 Zerg-Overmind/Strivec/models/apparatus.py 11a10efa60767162 ran · our draft was wrong fingerprinted no licence file found · pointer only
NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF 18 Jul 2023 sail-sg/numcc/src/model/nu_mcc.py 2fb812fe9013eeb5 ran fingerprinted Apache-2.0 (permissive)
Weakly Supervised 3D Open-vocabulary Segmentation 23 May 2023 Kunhao-Liu/3D-OVS/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields 19 May 2023 eckertzhang/text2nerf/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
NeuFace: Realistic 3D Neural Face Rendering from Multi-view Images 24 Mar 2023 aejion/neuface/models/modules.py 70c30e0b345fa518 unverified MIT (permissive)
Multiscale Tensor Decomposition and Rendering Equation Encoding for View Synthesis 7 Mar 2023 imkanghan/nrff/models/tensorBase.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
Factor Fields: A Unified Framework for Neural Fields and Beyond 2 Feb 2023 autonomousvision/factor-fields/models/FactorFields.py 11a10efa60767162 ran · our draft was wrong fingerprinted MIT (permissive)
HexPlane: A Fast Representation for Dynamic Scenes 23 Jan 2023 Caoang327/HexPlane/hexplane/model/mlp.py ff122aeac644ba09 unverified MIT (permissive)
Scalable Adaptive Computation for Iterative Generation 22 Dec 2022 google-research/pix2seq/architectures/transformers.py 7a5b750c9c8d5e81 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation 7 Dec 2022 ZiqinZhou66/ZegCLIP/models/decode_heads/utils.py da3acf7173bd84f0 ran MIT (permissive)
WIDER & CLOSER: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition 7 Dec 2022 mckysse/msd/transformers/modeling_ctrl.py 59ac77747a12b1cb ran Apache-2.0 (permissive)
Mixed Neural Voxels for Fast Multi-view Video Synthesis 1 Dec 2022 fengres/mixvoxels/models/mixvoxels.py 11a10efa60767162 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Camera Pose Auto-Encoders for Improving Pose Regression 12 Jul 2022 yolish/camera-pose-auto-encoders/models/pose_encoder.py c439faf29d3df127 ran · fixture could not drive it fingerprinted no licence file found · pointer only
NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors 27 Jun 2022 jiepengwang/NeuRIS/models/embedder.py 13173296ff96e185 unverified MIT (permissive)
Compressible-composable NeRF via Rank-residual Decomposition 30 May 2022 ashawkey/CCNeRF/models/tensorBase.py d5e9d3045cbf7799 ran · our draft was wrong fingerprinted MIT (permissive)
Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations 26 May 2022 scsteffen/dlrt-net/src/networks/transformer_dlrt.py 70fe09020aeba7f4 ran · honoured contract MIT (permissive)
BNV-Fusion: Dense 3D Reconstruction using Bi-level Neural Volume Fusion 3 Apr 2022 likojack/bnv_fusion/src/models/fusion/modules.py e31a80273da2fbf5 ran · fixture could not drive it MIT (permissive)
Masked Autoencoders Are Scalable Vision Learners 11 Nov 2021 PatrickHua/SimpleMAE/mae.py 23e046b80e6b93a5 ran · honoured contract fingerprinted no licence file found · pointer only
Generating Symbolic Reasoning Problems with Transformer GANs 19 Oct 2021 reactive-systems/TGAN-SR/impl/tgan_sr/transformer/positional_encoding.py 101db0104ac311b8 unverified MIT (permissive)
Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music 13 Jul 2021 salu133445/arranger/arranger/lstm/model.py cf935caad271a818 unverified MIT (permissive)
Learning Generative Models of Textured 3D Meshes from Real-World Images 29 Mar 2021 dariopavllo/textured-3d-gan/models/gan.py b7d3b52c37568cae unverified MIT (permissive)
Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Shapes 26 Jan 2021 nv-tlabs/nglod/sdf-net/lib/models/OctreeSDF.py e31a80273da2fbf5 ran · fixture could not drive it MIT (permissive)
Patching as Translation: the Data and the Metaphor 24 Aug 2020 ARiSE-Lab/Patch-as-translation/Model/transformer.py 5027eaa2ad899e58 unverified MIT (permissive)
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention 29 Jun 2020 kyle-gao/TF_Transformer/helperfunctions.py cfcb2cdb8e0339a1 unverified Apache-2.0 (permissive)
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 tartunlp/transformertts/src/transformer_tts/model/forward_model.py 4c331ef700eda3c3 ran · honoured contract licence not identified · pointer only
Teaching Temporal Logics to Neural Networks 6 Mar 2020 reactive-systems/deepltl/deepltl/layers/positional_encoding.py ab5aea947fca2ea9 unverified MIT (permissive)
Teaching Temporal Logics to Neural Networks 6 Mar 2020 necrashter/deepltl-pytorch/deepltl/layers/positional_encoding.py f3d335e856a3e9e4 unverified MIT (permissive)
MASTER: Multi-Aspect Non-local Network for Scene Text Recognition 7 Oct 2019 jiangxiluning/MASTER-TF/src/model/transformer_tf.py 29af386f64351dae ran · honoured contract MIT (permissive)
MASTER: Multi-Aspect Non-local Network for Scene Text Recognition 7 Oct 2019 jiangxiluning/MASTER-TF/src/model/transformer.py 70fe09020aeba7f4 ran · honoured contract MIT (permissive)
CTRL: A Conditional Transformer Language Model for Controllable Generation 11 Sep 2019 UKPLab/controlled-argument-generation/transformer.py 73f58f87df49bccb ran · honoured contract BSD-3-Clause (permissive)
CTRL: A Conditional Transformer Language Model for Controllable Generation 11 Sep 2019 salesforce/ctrl/pytorch_transformer.py 217eb8ea438145ad ran · honoured contract fingerprinted BSD-3-Clause (permissive)
Generating Diverse High-Fidelity Images with VQ-VAE-2 2 Jun 2019 mattiasxu/VQVAE-2/pixelsnail.py 8125e02b1a44b90f unverified MIT (permissive)
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation 23 May 2019 Gabriel-Macias/cdsa_imputation/models.py cde0b624dfa986f2 unverified MIT (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 Jmkernes/PAR-Transformer-XL/par_model.py 2398c4a5c285bdc4 ran · honoured contract fingerprinted no licence file found · pointer only
Self-Attentive Sequential Recommendation 20 Aug 2018 kang205/SASRec/modules.py 9567ab1b29ad4797 unverified Apache-2.0 (permissive)
PixelSNAIL: An Improved Autoregressive Generative Model 28 Dec 2017 mattiasxu/Video-VQVAE/models/pixelsnail.py 600797d71ef88fc2 ran · fixture could not drive it MIT (permissive)
Attention Is All You Need 12 Jun 2017 anhtu293/transformer_from_scratch/model/transformer.py 2f0cb95d98ab07f7 ran · honoured contract MIT (permissive)
Attention Is All You Need 12 Jun 2017 seunghwan1228/Transfomer-MachineTranslation/models/transformer.py 29c55af1c14e3e54 ran · honoured contract no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 CVxTz/music_genre_classification/code/models.py 70fe09020aeba7f4 ran · honoured contract MIT (permissive)
Attention Is All You Need 12 Jun 2017 tree-park/transformer_lm/lib/model/transformer.py ad0c272473cd8abd ran · honoured contract fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 Aveek-Saha/Transformer/model.py 24ae7e45b9631d6c ran · honoured contract Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 Kyubyong/transformer/model.py 7f81063ebcde676f unverified Apache-2.0 (permissive)
Get To The Point: Summarization with Pointer-Generator Networks 14 Apr 2017 steph1793/Pointer_Transformer_Generator/transformer.py 29af386f64351dae ran · honoured contract MIT (permissive)
arXiv:aaai_27859 Nemo1999/Joint-TensoRF/model/tensorf_repr/tensorBase.py 4ac9e6e96189c285 unverified MIT (permissive)
arXiv:Chambon_PointBeV_A_Sparse_Approach_for_BeV_Predictions_CVPR_2024_paper valeoai/PointBeV/pointbev/models/layers/attention.py fbdd25029e440800 unverified MIT (permissive)
arXiv:2021.acl-long.390 thunlp/MetaAdaptRank/contrastqg/transformers/modeling_ctrl.py 59ac77747a12b1cb ran 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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