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build_transformer

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

build_transformer appears in the code Syntology harvested for 62 papers, as 59 distinct code bodies found in 66 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 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 build_transformer 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 0 of the 59 distinct code bodies named build_transformer; 59 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
0ran
59unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 66 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

62 papers shown of 62, newest first; 66 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; 6 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
EmoLat: Text-driven Image Sentiment Transfer via Emotion Latent Space added by Syntology 2026-01 (from id) JingVIPLab/EmoLat/model/transformer.py 4223bbb30a11ebd5 unverified no licence file found · pointer only
Rank-based Geographical Regularization: Revisiting Contrastive Self-Supervised Learning for Multispectral Remote Sensing Imagery added by Syntology 2026-01 (from id) tomburgert/georank/models/scalemae_backbone.py c22ce1de0a795380 unverified no licence file found · pointer only
Human Motion Synthesis in 3D Scenes via Unified Scene Semantic Occupancy added by Syntology 2025-11 (from id) jingyugong/SSOMotion/model/transformer.py 5aad82953ecc92f5 unverified no licence file found · pointer only
Disambiguating Reference in Visually Grounded Dialogues through Joint Modeling of Textual and Multimodal Semantic Structures 16 May 2025 ashkamath/mdetr/models/transformer.py 0796c9e7b3ba5e23 unverified Apache-2.0 (permissive)
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary 12 Mar 2025 showlab/VLog/VLog/model/models.py c8d145f15e26a93d unverified no licence file found · pointer only
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning 13 Jan 2025 xyangzhou/TD-DETR/td_detr/transformer.py 595b7178ce4c0616 unverified MIT (permissive)
Interpretable Enzyme Function Prediction via Residue-Level Detection 10 Jan 2025 yangzhao1230/protdetr/models/transformer.py d8c3057c1f1df693 unverified MIT (permissive)
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding 18 Dec 2024 zhuo-cao/flashvtg/FlashVTG/transformer.py 2359afb511e0c62c unverified no licence file found · pointer only
Mamba-ST: State Space Model for Efficient Style Transfer 16 Sep 2024 filippobotti/mambast/models/mamba.py 163a3014ed2dbf50 unverified no licence file found · pointer only
Visual Grounding with Multi-modal Conditional Adaptation 8 Sep 2024 mr-bigworth/mmca/models_mmca_vector_based/visual_model/transformer.py dd06382c371fad2d unverified MIT (permissive)
Cross-Platform Video Person ReID: A New Benchmark Dataset and Adaptation Approach 14 Aug 2024 FHR-L/VSLA-CLIP/model/make_model_clipvideoreid_reidadapter_pbp.py a8f5824659641940 unverified no licence file found · pointer only
Boosting Gaze Object Prediction via Pixel-level Supervision from Vision Foundation Model 2 Aug 2024 jinyang06/SamGOP/maskGOP/transformer.py f52bf9a389e50bbc unverified Apache-2.0 (permissive)
NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models 17 Jul 2024 GengzeZhou/NavGPT-2/map_nav_src/models/transformer.py df2919fd1dad1d43 unverified MIT (permissive)
Nonverbal Interaction Detection 11 Jul 2024 weijianan1/nvi/NVI-DEHR/models/transformer.py 5c4a9bab338ee34e unverified MIT (permissive)
SegVG: Transferring Object Bounding Box to Segmentation for Visual Grounding 3 Jul 2024 WeitaiKang/SegVG/models/SegVG.py 9008729eeca3ae5e unverified no licence file found · pointer only
LW-DETR: A Transformer Replacement to YOLO for Real-Time Detection 5 Jun 2024 atten4vis/lw-detr/models/transformer.py ec7a90cc24d6630d unverified Apache-2.0 (permissive)
Disentangled Pre-training for Human-Object Interaction Detection 2 Apr 2024 xingaoli/DP-HOI/models/transformer.py fdc5e45115a1f362 unverified Apache-2.0 (permissive)
Beyond MOT: Semantic Multi-Object Tracking 8 Mar 2024 Nathan-Li123/SMOTer/smoter/modeling/roi_heads/transformer.py 88dddc90d2044da0 unverified Apache-2.0 (permissive)
HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields 26 Feb 2024 amathislab/hoisdf/common/nets/transformer.py 47b8b020f555d270 unverified no licence file found · pointer only
Glance and Focus: Memory Prompting for Multi-Event Video Question Answering 3 Jan 2024 ByZ0e/Glance-Focus/model/transformer_gf.py e66b5e8b24dfea32 unverified MIT (permissive)
Towards Learning a Generalist Model for Embodied Navigation 4 Dec 2023 lavi-lab/navillm/models/detr_transformer.py df2919fd1dad1d43 unverified MIT (permissive)
Mask-Attention-Free Transformer for 3D Instance Segmentation 4 Sep 2023 dvlab-research/mask-attention-free-transformer/maft/model/transformer.py 31be13e9daaa9da9 unverified no licence file found · pointer only
PromptMRG: Diagnosis-Driven Prompts for Medical Report Generation 24 Aug 2023 jhb86253817/promptmrg/models/transformer.py 6c667e1b7257c930 unverified MIT (permissive)
RLIPv2: Fast Scaling of Relational Language-Image Pre-training 18 Aug 2023 jacobyuan7/ocn-hoi-benchmark/models/transformer.py 9a524c433c47ed10 unverified Apache-2.0 (permissive)
Lip2Vec: Efficient and Robust Visual Speech Recognition via Latent-to-Latent Visual to Audio Representation Mapping 11 Aug 2023 YasserdahouML/Lip2Vec/models/transformer.py 5c86d34cae9ef6a1 unverified no licence file found · pointer only
Bird's-Eye-View Scene Graph for Vision-Language Navigation 9 Aug 2023 defaultrui/bev-scene-graph/bsg_vln/map_nav_src/models/transformer.py df2919fd1dad1d43 unverified no licence file found · pointer only
UniVTG: Towards Unified Video-Language Temporal Grounding 31 Jul 2023 showlab/univtg/model/transformer.py a03d2e1a023a5c63 unverified MIT (permissive)
UniVTG: Towards Unified Video-Language Temporal Grounding 31 Jul 2023 showlab/univtg/model/transformer_encoder_droppath.py 141ae5fb5b4041f0 unverified MIT (permissive)
Learning Dynamic Query Combinations for Transformer-based Object Detection and Segmentation 23 Jul 2023 bytedance/DQ-Det/Cond-DETR-DQ/models/transformer.py 86f65ed94e4398da unverified Apache-2.0 (permissive)
Compositional Text-to-Image Synthesis with Attention Map Control of Diffusion Models 23 May 2023 OPPO-Mente-Lab/attention-mask-control/boxnet_models/transformer.py 9083e7dd88fe1570 unverified MIT (permissive)
EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video Reconstruction 30 Apr 2023 ercanburak/EVREAL/model/eitr/transformer.py 858bdc32c51ebdef unverified MIT (permissive)
Disentangling Writer and Character Styles for Handwriting Generation 26 Mar 2023 dailenson/SDT/models/transformer.py d3c210804250a1dc unverified MIT (permissive)
Understanding Embodied Reference with Touch-Line Transformer 11 Oct 2022 yang-li-2000/understanding-embodied-reference-with-touch-line-transformer/models/transformer.py 1e7c78d96968a055 unverified Apache-2.0 (permissive)
Understanding Embodied Reference with Touch-Line Transformer 11 Oct 2022 yang-li-2000/understanding-embodied-reference-with-touch-line-transformer/models/transformer_ori.py b0beffbe8deaa71a unverified Apache-2.0 (permissive)
Fine-Grained Image Style Transfer with Visual Transformers 11 Oct 2022 researchmm/sttr/models_istt/transformer_nonorm_flx.py a7bb87542c72ca8e unverified MIT (permissive)
ECO-TR: Efficient Correspondences Finding Via Coarse-to-Fine Refinement 25 Sep 2022 dltan7/ECO-TR/src/models/ecotr_modules/transformer.py 8ee33b336f178e2f unverified Apache-2.0 (permissive)
RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection 5 Sep 2022 JacobYuan7/RLIP/models/ParSetransformer.py 1db67394391c79fa unverified Apache-2.0 (permissive)
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers 27 Jul 2022 postech-ami/fastmetro/src/modeling/model/modeling_fastmetro.py c6caa9a5fb3f06a7 unverified MIT (permissive)
SiRi: A Simple Selective Retraining Mechanism for Transformer-based Visual Grounding 27 Jul 2022 qumengxue/siri-vg/models/transformer.py f8cea2a98b3268dd unverified Apache-2.0 (permissive)
Rethinking the Two-Stage Framework for Grounded Situation Recognition 10 Dec 2021 kellyiss/situformer/models/transformer.py da89ce279ae764b6 unverified no licence file found · pointer only
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling 23 Nov 2021 microsoft/UniTAB/models/transformer_unitab.py 0b02672adf92e20a unverified MIT (permissive)
Grounded Situation Recognition with Transformers 19 Nov 2021 jhcho99/gsrtr/models/transformer.py 9888762109072b2a unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Transformer-based Dual Relation Graph for Multi-label Image Recognition 10 Oct 2021 iCVTEAM/TDRG/models/TDRG.py 2a6ad2bf42c596fb unverified Apache-2.0 (permissive)
Boundary-aware Transformers for Skin Lesion Segmentation 8 Oct 2021 jcwang123/BA-Transformer/src/transformer.py 1b1d552ee72944ff unverified no licence file found · pointer only
PubTables-1M: Towards comprehensive table extraction from unstructured documents 30 Sep 2021 phamquiluan/table-transformer/detr/models/transformer.py 302ec916d91b12a8 unverified MIT recorded; this copy not marked cleared · pointer only
Pix2seq: A Language Modeling Framework for Object Detection 22 Sep 2021 gaopengcuhk/Unofficial-Pix2Seq/models/transformer.py cd17dcaf812b820d unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
GroupFormer: Group Activity Recognition with Clustered Spatial-Temporal Transformer 28 Aug 2021 xueyee/groupformer/group/models/transformer.py 302ec916d91b12a8 unverified Apache-2.0 (permissive)
Improving 3D Object Detection with Channel-wise Transformer 23 Aug 2021 hlsheng1/ct3d/pcdet/models/roi_heads/ct3d_head.py 2b5d92421f68b895 unverified MIT (permissive)
Conditional DETR for Fast Training Convergence 13 Aug 2021 atten4vis/conditionaldetr/models/transformer.py bf149877606cbfba unverified Apache-2.0 (permissive)
DETReg: Unsupervised Pretraining with Region Priors for Object Detection 8 Jun 2021 amirbar/detreg/models/transformer.py ccd0edc0cca7b92e unverified Apache-2.0 (permissive)
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding 26 Apr 2021 b-faye/lightmdetr/models/transformer.py 09e538653a528ac8 unverified Apache-2.0 (permissive)
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding 26 Apr 2021 b-faye/lightmdetr/models/transformer_plus.py 751cd5726698116b unverified Apache-2.0 (permissive)
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers 24 Apr 2021 rayguan97/M3DeTR/pcdet/models/backbones_2d/transformer.py 87f4c841962a967b unverified Apache-2.0 (permissive)
TransVG: End-to-End Visual Grounding with Transformers 17 Apr 2021 nku-shengzheliu/Pytorch-TransVG/models/transformer.py 87992961bac26fc7 unverified MIT (permissive)
Video-aided Unsupervised Grammar Induction 9 Apr 2021 Sy-Zhang/MMC-PCFG/lib/model/vpcfg/transformer.py 302ec916d91b12a8 unverified MIT (permissive)
TubeR: Tubelet Transformer for Video Action Detection 2 Apr 2021 amazon-science/tubelet-transformer/models/transformer/transformer.py 7b94aa61b4d5ecac unverified Apache-2.0 (permissive)
End-to-End Trainable Multi-Instance Pose Estimation with Transformers 22 Mar 2021 pranoyr/pose-estimation-with-transformers/models/transformer.py 302ec916d91b12a8 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
End-to-End Trainable Multi-Instance Pose Estimation with Transformers 22 Mar 2021 amathislab/poet/models/transformer.py de542ddb0a808b05 unverified Apache-2.0 (permissive)
End-to-End Object Detection with Transformers 26 May 2020 facebookresearch/detr/models/transformer.py 302ec916d91b12a8 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving 15 Oct 2019 ischlag/TP-Transformer/models/transformer.py ce9444c4e1d8e4a6 unverified MIT (permissive)
arXiv:aaai_28500 AsuradaYuci/TF-CLIP/model/make_model_clipreid.py b14287d0108cb653 unverified MIT (permissive)
arXiv:Zheng_Towards_Learning_a_Generalist_Model_for_Embodied_Navigation_CVPR_2024_paper LaVi-Lab/NaviLLM/models/detr_transformer.py df2919fd1dad1d43 unverified MIT (permissive)
arXiv:Ye_Hierarchical_Modular_Network_for_Video_Captioning_CVPR_2022_paper MarcusNerva/HMN/models/encoders/transformer.py 3adf1f93bdafc63e unverified MIT (permissive)
arXiv:Tang_Progressive_Attention_on_Multi-Level_Dense_Difference_Maps_for_Generic_Event_CVPR_2022_paper MCG-NJU/DDM/DDM-Net/modeling/transformer.py 4341942277ed876c unverified MIT (permissive)
arXiv:Dang_FASTer_Focal_token_Acquiring-and-Scaling_Transformer_for_Long-term_3D_Objection_Detection_CVPR_2025_paper MSunDYY/FASTer/pcdet/models/model_utils/faster_utils.py 5939165c82dcb087 unverified Apache-2.0 (permissive)
arXiv:Chen_Recurrent_Glimpse-Based_Decoder_for_Detection_With_Transformer_CVPR_2022_paper zhechen/Deformable-DETR-REGO/models/transformer.py e4cf3178d4a1e4c0 unverified Apache-2.0 recorded; this copy not marked cleared · 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".

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