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ScaledDotProductAttention

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

ScaledDotProductAttention appears in the code Syntology harvested for 46 papers, as 65 distinct code bodies found in 65 places (a place is one code body under one paper). At least one of them ran in 39 of the papers; 27 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 ScaledDotProductAttention 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 56 of the 65 distinct code bodies named ScaledDotProductAttention; 9 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
56ran
9unverified
27fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 65 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

46 papers shown of 46, newest first; 65 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
SpurAudio: A Benchmark for Studying Shortcut Learning in Few-Shot Audio Classification added by Syntology 2026-05 (from id) Jerryaa98/SpurAudio/libfewshot_core/model/metric/feat.py db7336a23c3c2b29 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 c7e1801193895bdc 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 c6fe4b37cc7ba9f8 unverified Apache-2.0 (permissive)
M3ANet: Multi-scale and Multi-Modal Alignment Network for Brain-Assisted Target Speaker Extraction 31 May 2025 fchest/M3ANet/M3ANET.py 8ea2b63c43b3af74 ran · metamorphic tier: deterministic no licence file found · pointer only
Quantum Doubly Stochastic Transformers 22 Apr 2025 michaelsdr/sinkformers/nlp-tutorial/text-classification-transformer/model_sym.py 92b973daf651dcf6 unverified MIT (permissive)
Temporal Alignment-Free Video Matching for Few-shot Action Recognition 8 Apr 2025 leesb7426/TEAM/model.py 0060f57ddf7114e9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Learning to Cooperate with Humans using Generative Agents 21 Nov 2024 lych1233/gamma-human-ai-collaboration/mapbt/algorithms/utils/attention.py dae8ee0801414493 unverified MIT (permissive)
Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem 14 Jun 2024 pkutan/sawt/ActorCriticNetwork_qap_mixEncoder.py 4c3e30be7eb37800 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Less is More: on the Over-Globalizing Problem in Graph Transformers 2 May 2024 null-xyj/CoBFormer/Model/CoBFormer.py 7412a7321f21cb39 ran · metamorphic tier: deterministic no licence file found · pointer only
Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning 8 Apr 2024 Jaewoo97/T2P/models/lightningModel_T2P.py 736fa0c1e652c650 ran no licence file found · pointer only
Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation 18 Mar 2024 QDaiing/FedMEMA/models/mmmodel.py ecdb1b00595256a9 unverified AGPL-3.0 (copyleft) · pointer only
Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting 4 Feb 2024 decisionintelligence/pathformer/models/PathFormer.py 3d42d435776cf3c4 ran no licence file found · pointer only
Improving PTM Site Prediction by Coupling of Multi-Granularity Structure and Multi-Scale Sequence Representation 4 Jan 2024 LZY-HZAU/PTM-CMGMS/Codes/Multi-scale-Sequence/model_MS.py 1ef692fae64c35cd ran fingerprinted no licence file found · pointer only
Gramformer: Learning Crowd Counting via Graph-Modulated Transformer 8 Jan 2024 LoraLinH/Gramformer/models/graph_attention.py c3319cd59bc27548 ran fingerprinted MIT (permissive)
Generating Medical Prescriptions with Conditional Transformer 30 Oct 2023 hecta-uom/label-to-text-transformer/Models/EncDecTransformer/Models.py f55932fd8000cda8 ran · metamorphic tier: deterministic no licence file found · pointer only
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity 13 Jun 2023 amathislab/BUCTD/lib/models/pose_hrnet_coam.py 9b618b70e00f414b ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Glocal Energy-based Learning for Few-Shot Open-Set Recognition 24 Apr 2023 00why00/glocal/model/models/glocal_energy.py 388586789afa7a3a ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention 23 Mar 2023 liuff19/Semantic-Ray/network/cranet.py 3e26762debce1347 ran fingerprinted MIT (permissive)
Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting 9 Mar 2023 xiaogangpeng/tbiformer/models/net.py 7bc6e504ed1656b7 ran · metamorphic tier: deterministic no licence file found · pointer only
FTM: A Frame-level Timeline Modeling Method for Temporal Graph Representation Learning 23 Feb 2023 yeeeqichen/FTM/modules/timeline.py 2aa482646b694cef ran · metamorphic tier: deterministic 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 ab52e975308b27c0 ran · metamorphic tier: deterministic no licence file found · pointer only
Iterative Patch Selection for High-Resolution Image Recognition 24 Oct 2022 benbergner/ips/architecture/ips_net.py f3ca5c3c67854b20 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
CRISP: Curriculum based Sequential Neural Decoders for Polar Code Family 1 Oct 2022 hebbarashwin/neural_polar_decoder/models.py 8a910d256f2f4b62 ran · metamorphic tier: deterministic no licence file found · pointer only
Where2comm: Communication-Efficient Collaborative Perception via Spatial Confidence Maps 26 Sep 2022 mediabrain-sjtu/where2comm/opencood/models/fuse_modules/where2comm_attn.py 80dba65b5ece1488 ran 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 abf8b1833f6b938f ran Apache-2.0 (permissive)
Semi-Supervised Temporal Action Detection with Proposal-Free Masking 14 Jul 2022 sauradip/SPOT/spot_model.py 0df0cff0b09c5ddc ran fingerprinted no licence file found · pointer only
Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning 14 Jul 2022 sauradip/TAGS/tags_model.py d7b4a19975d95a71 ran no licence file found · pointer only
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering 8 Apr 2022 yoonseok312/GRAM/gram/news_recommendation/model_bert.py ee47e6c01a7302ed ran fingerprinted no licence file found · pointer only
Joint Hand Motion and Interaction Hotspots Prediction from Egocentric Videos 4 Apr 2022 stevenlsw/hoi-forecast/networks/transformer.py 7aed6286f436f90c ran · metamorphic tier: deterministic MIT (permissive)
Optimal-er Auctions through Attention 26 Feb 2022 dimonenka/optimaler/core/nets/additive_net_attention.py 2f715bdea4c18c5f ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation 12 Sep 2021 yjw1029/Efficient-FedRec/src/model.py 3ebcb23875c37434 ran fingerprinted MIT (permissive)
MUSIQ: Multi-scale Image Quality Transformer 12 Aug 2021 anse3832/MUSIQ/model/model_main.py 84dca3bde2cc13a1 ran no licence file found · pointer only
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer 6 Aug 2021 zhiheLu/CWT-for-FSS/src/model/transformer.py 9c976ae8ada271c7 ran · metamorphic tier: deterministic fingerprinted GPL-3.0 (copyleft) · pointer only
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks 16 Jul 2021 VSainteuf/utae-paps/src/backbones/utae.py 2b213e91591f2da8 ran MIT (permissive)
Discriminative Reasoning for Document-level Relation Extraction 3 Jun 2021 xwjim/DRN/code/models/DRN.py 82da049dc17d5ab5 ran · metamorphic tier: deterministic MIT (permissive)
MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo 29 Mar 2021 apchenstu/mvsnerf/models.py 0c7b0d5c56829513 unverified MIT (permissive)
Few-shot Open-set Recognition by Transformation Consistency 2 Mar 2021 MinkiJ/SnaTCHer/model/models/SnaTCHerF.py 4db87d995642db1f ran MIT (permissive)
IBRNet: Learning Multi-View Image-Based Rendering 25 Feb 2021 googleinterns/ibrnet/ibrnet/mlp_network.py 4f0dc5fabdb8568d ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Deformable DETR: Deformable Transformers for End-to-End Object Detection 8 Oct 2020 LONGXUANX/CDFormer_code/models/deformable_transformer.py a290e690b43e24ae ran MIT (permissive)
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning 8 Oct 2020 alfworld/alfworld/alfworld/agents/modules/model.py 540b60f3c35ddb5c ran MIT (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 27a396b3518d14df ran · metamorphic tier: deterministic licence not identified · pointer only
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 OlaWod/my-fastspeech2/model/model.py 0c79a4f8468a65bc ran no licence file found · pointer only
Recurrent Independent Mechanisms 24 Sep 2019 anirudh9119/RIMs/blocks_atari/a2c_ppo_acktr/blocks_core.py cacc4a65e64179c2 ran 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 1bfb42c8f8e10514 ran · metamorphic tier: deterministic MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 graykode/nlp-tutorial/5-2.BERT/BERT.py 5f28d0d9dbdfbe97 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 enhuiz/torchnmt/torchnmt/networks/transformer.py 05a3c07d507ce8ce ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 Rudedaisy/attention-is-all-you-need-pytorch/transformer/Models.py eb77cbff38d650b3 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 emanuele-progr/PSSP/transformer.py aef223b1015e8f11 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 shao-chi/ImageCaption/core/TRANSFORMER/model.py a6a91d7133754fb9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 SeoroMin/transformer_pytorch_ver2/transformer/Models.py e6142aba70d30b56 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 Skumarr53/Attention-is-All-you-Need-PyTorch/transformer/model.py 08999765cbb9760e ran fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 bkoch4142/attention-is-all-you-need-paper/src/architectures/transformer_encoder_decoder.py 87ded2d09a627621 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 ming024/FastSpeech2/transformer/SubLayers.py bf552c4268519adf ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 Fuchai/language/deeplearning/modeltran.py 518fecb9fe0d9556 ran fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 sooftware/Attention-Implementation/attentions.py 9c60fd2086fbbac2 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 yanqi1811/attention-is-all-you-need/transformer/Models.py 994cf09e79ac7ad4 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 xmu-xiaoma666/External-Attention-pytorch/model/attention/SelfAttention.py 37adc5609ef91812 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 keonlee9420/Parallel-Tacotron2/model/blocks.py f4fd993edc8e6e47 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 cosmoquester/seq2seq/seq2seq/model.py 85d88fec48465bdf ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 gooppe/transformer-summarization/nn/modules/transformer.py f5db106082be47b0 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 WenjieDu/PyPOTS/pypots/nn/modules/transformer/autoencoder.py 6f708cccaf2649a7 ran · metamorphic tier: deterministic fingerprinted BSD-3-Clause (permissive)
Attention Is All You Need 12 Jun 2017 simonjisu/annotated-transformer-kr/transformer/models.py 95897550da91a417 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 xcmyz/FastSpeech/transformer/SubLayers.py 52ded383fb31dd20 unverified MIT (permissive)
arXiv:ijcai2025_0648 BW297/FACD/model/FACD.py ff08fb4fb06bb246 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
arXiv:Wang_FeatureBooster_Boosting_Feature_Descriptors_With_a_Lightweight_Neural_Network_CVPR_2023_paper SJTU-ViSYS/FeatureBooster/lib/network.py 6c47172ecde9cd43 unverified Apache-2.0 (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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