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dot

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

dot appears in the code Syntology harvested for 68 papers, as 35 distinct code bodies found in 71 places (a place is one code body under one paper). At least one of them ran in 43 of the papers; 10 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 dot 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 16 of the 35 distinct code bodies named dot; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
9ran
19unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 15 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

68 papers shown of 68, 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 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
When Retrieval Fails Before It Begins: Structurally Indirect Prerequisite Eviction as a Retention Failure in Agentic Memory added by Syntology 2026-08 (from id) smkgenesis/dsgc/src/benchmarking/policy.py b0e689fc61be3b1f ran fingerprinted MIT (permissive)
Utility-Aware Data Pricing: Token-Level Quality and Empirical Training Gain for LLMs added by Syntology 2026-04 (from id) BDS-SDU/utility-aware-data-pricing/data_pricing/valuation.py 9ac6af3c8dfd0a35 ran · violated contract fingerprinted MIT (permissive)
Self-Supervised Slice-to-Volume Reconstruction with Gaussian Representations for Fetal MRI added by Syntology 2026-01 (from id) Yinsong0510/GaussianSVR-Self-Supervised-Slice-to-Volume-Reconstruction-with-Gaussian-Representations/src/models/reconstruction.py 75b5ddd4937f5558 unverified no licence file found · pointer only
arXiv:2504.06042 2025-04 (from id) RufengXiao/AdaRHD/src/AdaRHD_optimizer.py e5c8e1dd7bd18349 ran · honoured contract no licence file found · pointer only
Dora: Sampling and Benchmarking for 3D Shape Variational Auto-Encoders 23 Dec 2024 Seed3D/Dora/pytorch_lightning/craftsman/models/geometry/utils.py 456eeade4275ae9d ran fingerprinted Apache-2.0 (permissive)
Tactile DreamFusion: Exploiting Tactile Sensing for 3D Generation 9 Dec 2024 ruihangao/tactiledreamfusion/utils.py e35aafbf0069edb6 unverified MIT (permissive)
SADG: Segment Any Dynamic Gaussian Without Object Trackers 28 Nov 2024 yunjinli/SADG-SegmentAnyDynamicGaussian/cam_utils.py e35aafbf0069edb6 unverified MIT (permissive)
Event-based Mosaicing Bundle Adjustment 11 Sep 2024 tub-rip/emba/thirdparty/basalt-headers/thirdparty/Sophus/py/sophus/matrix.py 27d2ed826241f29f ran MIT (permissive)
SparseCraft: Few-Shot Neural Reconstruction through Stereopsis Guided Geometric Linearization 19 Jul 2024 maeyounes/SparseCraft/models/utils.py 456eeade4275ae9d ran fingerprinted MIT (permissive)
GradeADreamer: Enhanced Text-to-3D Generation Using Gaussian Splatting and Multi-View Diffusion 14 Jun 2024 trapoom555/gradeadreamer/gradeadreamer/geometry/dmtet.py 072f2ec9852bb19f ran fingerprinted 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 d7fb8f2c059f056f ran AGPL-3.0 (copyleft) · pointer only
Hybrid Fourier Score Distillation for Efficient One Image to 3D Object Generation 31 May 2024 Ysz2022/Fourier123/cam_utils.py e35aafbf0069edb6 unverified MIT (permissive)
CraftsMan3D: High-fidelity Mesh Generation with 3D Native Generation and Interactive Geometry Refiner 23 May 2024 wyysf-98/craftsman/craftsman/models/geometry/utils.py 456eeade4275ae9d ran fingerprinted no licence file found · pointer only
Adaptive Stabilization Based on Machine Learning for Column Generation 18 May 2024 yunzhuangshen/ml-based-adaptive-stabilization/ml/models/models.py 57a66f8d8a42c2c2 ran · our draft was wrong no licence file found · pointer only
DreamScene4D: Dynamic Multi-Object Scene Generation from Monocular Videos 3 May 2024 dreamscene4d/dreamscene4d/mesh.py 456eeade4275ae9d ran fingerprinted MIT (permissive)
Hash3D: Training-free Acceleration for 3D Generation 9 Apr 2024 Adamdad/hash3D/dreamgaussian-hash3d/mesh.py 456eeade4275ae9d ran fingerprinted no licence file found · pointer only
Hash3D: Training-free Acceleration for 3D Generation 9 Apr 2024 Adamdad/hash3D/dreamgaussian-hash3d/cam_utils.py e35aafbf0069edb6 unverified no licence file found · pointer only
SC4D: Sparse-Controlled Video-to-4D Generation and Motion Transfer 4 Apr 2024 jarrentwu1031/sc4d/cam_utils.py e35aafbf0069edb6 unverified Apache-2.0 (permissive)
V3D: Video Diffusion Models are Effective 3D Generators 11 Mar 2024 heheyas/v3d/mesh_recon/models/utils.py 456eeade4275ae9d ran fingerprinted no licence file found · pointer only
PromptMM: Multi-Modal Knowledge Distillation for Recommendation with Prompt-Tuning 27 Feb 2024 hkuds/promptmm/codes/Models.py 3f4becfa0b0ec911 ran no licence file found · pointer only
A Framework for Bilevel Optimization on Riemannian Manifolds 6 Feb 2024 andyjm3/rhgd/utils.py e5c8e1dd7bd18349 ran · honoured contract Apache-2.0 (permissive)
SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenes 4 Dec 2023 yihua7/SC-GS/cam_utils.py e35aafbf0069edb6 unverified MIT (permissive)
Repaint123: Fast and High-quality One Image to 3D Generation with Progressive Controllable 2D Repainting 20 Dec 2023 junwuzhang19/repaint123/cam_utils.py e35aafbf0069edb6 unverified MIT (permissive)
TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces 15 Dec 2023 ruijiezhu94/ti-face/I-Face/models/utils.py 456eeade4275ae9d ran fingerprinted MIT (permissive)
DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling 28 Nov 2023 alexzhou907/dreampropeller/dreamgaussian/mesh.py 456eeade4275ae9d ran fingerprinted Apache-2.0 (permissive)
DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling 28 Nov 2023 alexzhou907/dreampropeller/dreamgaussian/cam_utils.py e35aafbf0069edb6 unverified Apache-2.0 (permissive)
HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting 28 Nov 2023 silence-tang/gaussianip/animation.py e35aafbf0069edb6 unverified MIT (permissive)
Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular, Stereo, and RGB-D Cameras 28 Nov 2023 huajianup/photo-slam/ORB-SLAM3/Thirdparty/Sophus/py/sophus/matrix.py 27d2ed826241f29f ran GPL-3.0 (copyleft) · pointer only
Combating Bilateral Edge Noise for Robust Link Prediction 2 Nov 2023 flyingdoog/PTDNet/NeuralSparse/layers.py 4dbcacad67a07f0e ran no licence file found · pointer only
Quantifying the Plausibility of Context Reliance in Neural Machine Translation 2 Oct 2023 gsarti/pecore/pecore/analysis_utils.py b91f1cf1920ad068 ran fingerprinted Apache-2.0 (permissive)
Confidence-based Visual Dispersal for Few-shot Unsupervised Domain Adaptation 27 Sep 2023 Bostoncake/C-VisDiT/src/utils/torchutils.py 1e0141e585a4efff ran fingerprinted MIT (permissive)
PARIS: Part-level Reconstruction and Motion Analysis for Articulated Objects 14 Aug 2023 3dlg-hcvc/paris/models/utils.py 456eeade4275ae9d ran fingerprinted MIT (permissive)
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product Manifold 10 Jul 2023 sharecodesubmission/weighted_product_manifold/hyperbolics/pytorch/hyperbolic_models.py 6c87a6cc58418148 ran · honoured contract fingerprinted no licence file found · pointer only
TextDeformer: Geometry Manipulation using Text Guidance 26 Apr 2023 threedle/TextDeformer/nvdiffmodeling/src/util.py 072f2ec9852bb19f ran fingerprinted MIT (permissive)
WildLight: In-the-wild Inverse Rendering with a Flashlight 24 Mar 2023 za-cheng/wildlight/models/physicalshader.py b59af2edcf212db0 ran · our draft was wrong fingerprinted MIT (permissive)
Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creation 24 Mar 2023 Gorilla-Lab-SCUT/Fantasia3D/geometry/dmtet.py 072f2ec9852bb19f ran fingerprinted Apache-2.0 (permissive)
BakedSDF: Meshing Neural SDFs for Real-Time View Synthesis 28 Feb 2023 hugoycj/torch-bakedsdf/models/utils.py 456eeade4275ae9d ran fingerprinted MIT (permissive)
TetraDiffusion: Tetrahedral Diffusion Models for 3D Shape Generation 23 Nov 2022 PeterTor/TetraDiffusion/preprocessing/dmtet.py 3b396fc7e115b4a6 unverified Apache-2.0 (permissive)
Accelerated Motion Correction with Deep Generative Diffusion Models 1 Nov 2022 utcsilab/motion_score_mri/CG_motion.py fb7e68f9b7d885aa ran · our draft was wrong fingerprinted licence not identified · pointer only
Indiscriminate Data Poisoning Attacks on Neural Networks 19 Apr 2022 watml/tgda-attack/utils.py 33077b2243c0f0a0 unverified MIT (permissive)
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation 24 Feb 2022 pashtari/factorizer/factorizer/factorization/operations.py 3e17f6f793146b26 unverified Apache-2.0 (permissive)
SPAGHETTI: Editing Implicit Shapes Through Part Aware Generation 31 Jan 2022 amirhertz/spaghetti/models/occ_gmm.py d5810dec2570bc22 unverified MIT (permissive)
Model-based Policy Optimization with Unsupervised Model Adaptation 19 Oct 2020 RockySJ/ampo/models/mmd.py 1bb085aab9eafe21 unverified MIT (permissive)
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters 19 Aug 2020 safe-graph/dgfraud-tf2/layers/layers.py 4c699fbcd8522a90 unverified Apache-2.0 (permissive)
SkeletonNet: A Topology-Preserving Solution for Learning Mesh Reconstruction of Object Surfaces from RGB Images 13 Aug 2020 tangjiapeng/SkeletonNet/SkeGCNN/deformation/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs 20 Jun 2020 tkipf/gcn/gcn/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Knowledge Embedding Based Graph Convolutional Network 12 Jun 2020 Maysir/GEM-GCN/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Editable Neural Networks 1 Apr 2020 xtinkt/editable/lib/utils/basic.py c2234bf157dfacb3 unverified MIT (permissive)
Unifying Graph Convolutional Neural Networks and Label Propagation 17 Feb 2020 achalagarwal/gcn-lpa/src/layers.py 29e29535d9eada4d unverified MIT (permissive)
Unifying Graph Convolutional Neural Networks and Label Propagation 17 Feb 2020 hwwang55/GCN-LPA/src/layers.py 585faba8d93889b9 unverified MIT (permissive)
Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence 12 Feb 2020 danielhanchen/hyperlearn/__hyperlearn_archive/hyperlearn_new/linalg.py fbc83e453df68c84 unverified Apache-2.0 (permissive)
Unsupervised Deep Basis Pursuit: Learning inverse problems without ground-truth data 14 Feb 2020 utcsilab/deepinpy/deepinpy/opt/opt.py ea74f30040383586 unverified MIT (permissive)
Tensor Graph Convolutional Networks for Text Classification 12 Jan 2020 thumlp/tensorgcn/TGCN_2layers/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted no licence file found · pointer only
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction 5 Nov 2019 CRIPAC-DIG/GraphAIR/tensorflow_code/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Pixel2Mesh++: Multi-View 3D Mesh Generation via Deformation 5 Aug 2019 walsvid/Pixel2MeshPlusPlus/modules/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted BSD-3-Clause (permissive)
Combining Generative and Discriminative Models for Hybrid Inference 6 Jun 2019 vgsatorras/hybrid-inference/models/kalman.py 8d8a060173c9ed76 unverified MIT (permissive)
Deep Bayesian Optimization on Attributed Graphs 31 May 2019 csjtx1021/DGBO/gcn/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Unsupervised Community Detection with Modularity-Based Attention Model 20 May 2019 Ivanopolo/modnet/kipf/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Visual-Inertial Mapping with Non-Linear Factor Recovery 13 Apr 2019 minxuanjun/basalt_class/thirdparty/basalt-headers/thirdparty/Sophus/py/sophus/matrix.py 27d2ed826241f29f ran BSD-3-Clause (permissive)
Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification 13 Feb 2019 CRIPAC-DIG/H-GCN/tensorflow_code/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Label Efficient Semi-Supervised Learning via Graph Filtering 28 Jan 2019 liqimai/Efficient-SSL/gcn/layers.py 65c9299486c4b60b unverified MIT (permissive)
Autoconj: Recognizing and Exploiting Conjugacy Without a Domain-Specific Language 29 Nov 2018 google-research/autoconj/autoconj/meanfield.py e70563afc1400104 unverified Apache-2.0 (permissive)
Bayesian graph convolutional neural networks for semi-supervised classification 27 Nov 2018 huawei-noah/BGCN/src/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT recorded; this copy not marked cleared · pointer only
A Recurrent Graph Neural Network for Multi-Relational Data 5 Nov 2018 bioannidis/adaptive_recurrent_graph_neural_network/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
POTs: Protective Optimization Technologies 7 Jun 2018 spring-epfl/pots/src/traffic_planner.py cc79a25fe78db22e unverified MIT (permissive)
Stochastic Training of Graph Convolutional Networks with Variance Reduction 29 Oct 2017 thu-ml/stochastic_gcn/gcn/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Efficient tomography of a quantum many-body system 2016-12 (from id) dseuss/mpnum/mpnum/mparray.py cc16f373661bb4dd unverified BSD-3-Clause (permissive)
Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy 14 Nov 2016 dougalsutherland/opt-mmd/gan/tf_ops.py 1bb085aab9eafe21 unverified BSD-3-Clause (permissive)
Revisiting Semi-Supervised Learning with Graph Embeddings 29 Mar 2016 asarigun/la-gcn-tensorflow/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted MIT (permissive)
Pointer Networks 9 Jun 2015 thomlake/pytorch-attention/attention/attention.py 9cd6b612674a71c5 unverified BSD-2-Clause (permissive)
arXiv:aaai_20873 RICE-EIC/Early-Bird-GCN/gcn/layers.py bc3a2072a2a9cca3 ran · fixture could not drive it fingerprinted 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".

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