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normalize_adj

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

normalize_adj appears in the code Syntology harvested for 55 papers, as 34 distinct code bodies found in 59 places (a place is one code body under one paper). At least one of them ran in 39 of the papers; 6 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 normalize_adj 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 19 of the 34 distinct code bodies named normalize_adj; 15 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
1ran · fixture could not drive it
10ran
15unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 59 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

55 papers shown of 55, newest first; 59 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; 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
RNA-FM: Flow-Matching Generative Model for Genome-wide RNA-Seq Prediction added by Syntology 2026-05 (from id) YXSong000/RNA-FM/src/model_RNAFM.py 88bc506f694fd184 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Generative Model for Joint Multiple Intent Detection and Slot Filling added by Syntology 2026-02 (from id) LooperXX/AGIF/models/module.py a48a6def3e0d4ae5 ran · fixture could not drive it fingerprinted GPL-2.0 (copyleft) · pointer only
Bayesian Neighborhood Adaptation for Graph Neural Networks added by Syntology 2026-02 (from id) paribeshregmi/BNA-GNN/utils/utils.py 96159c4927e6eceb unverified no licence file found · pointer only
FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis 2025-06 (from id) marigoldwu/pydgc/pydgc/models/dcrn.py c4e018bdf71a1f35 unverified MIT (permissive)
Balanced Multi-Relational Graph Clustering 23 Jul 2024 zxlearningdeep/bmgc/BMGC/utils/load_data.py 21b0199200507ff0 ran · our draft was wrong no licence file found · pointer only
Balanced Multi-Relational Graph Clustering 23 Jul 2024 zxlearningdeep/bmgc/BMGC/module/preprocess.py c5ffb6ba7ad635ec ran no licence file found · pointer only
Distance Recomputator and Topology Reconstructor for Graph Neural Networks 25 Jun 2024 NoakLiu/Distance-Recomputator-and-Topology-Reconstructor/APPNP_GDRA/data_preprocesing.py ff338d1faf4dc138 ran no licence file found · pointer only
GCondenser: Benchmarking Graph Condensation 23 May 2024 superallen13/GCondenser/graph_condenser/models/gdem.py d46497ac0b764f2f ran MIT (permissive)
Diffusion-based Negative Sampling on Graphs for Link Prediction 25 Mar 2024 ntkien1904/dmns/utils.py 28558e82fd389184 ran no licence file found · pointer only
GTC: GNN-Transformer Co-contrastive Learning for Self-supervised Heterogeneous Graph Representation 22 Mar 2024 phd-lanyu/gtc/code/self_tools/data_tools.py 21b0199200507ff0 ran · our draft was wrong no licence file found · pointer only
GTC: GNN-Transformer Co-contrastive Learning for Self-supervised Heterogeneous Graph Representation 22 Mar 2024 phd-lanyu/gtc/code/self_tools/adj_utils.py 65d2b8adf7c40867 unverified no licence file found · pointer only
Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases 16 Mar 2024 Handon112358/NeurIPS_2024_Learning-Matchable-Prior-For-Entity-Alignment-with-Unlabeled-Dangling-Cases/EA/utils.py cdd6d0ebbcb75d8f ran no licence file found · pointer only
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching 7 Feb 2024 nus-hpc-ai-lab/ctrl/models/mycheby.py f6cb1d9f84efa094 ran MIT (permissive)
Upper Bounding Barlow Twins: A Novel Filter for Multi-Relational Clustering 21 Dec 2023 XweiQ/BTGF/load_data.py 21b0199200507ff0 ran · our draft was wrong no licence file found · pointer only
Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More 5 Dec 2023 RobustGraph/RoboGraph/robograph/model/gcn_conv.py c55badf69fe079ef ran fingerprinted MIT (permissive)
Adversarial Attacks on Fairness of Graph Neural Networks 20 Oct 2023 zhangbinchi/g-fairattack/GFA.py 8ed824fa0667c6a6 ran · our draft was wrong MIT (permissive)
Does Graph Distillation See Like Vision Dataset Counterpart? 13 Oct 2023 RingBDStack/SGDD/models/mycheby.py 298ffeb9a59ab721 ran Apache-2.0 (permissive)
Redundancy-Free Self-Supervised Relational Learning for Graph Clustering 9 Sep 2023 yisiyu95/r2fgc/utils.py 21166a1f4a719817 ran no licence file found · pointer only
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment 30 Jul 2023 zjukg/umaea/UMAEA/src/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation 15 Jun 2023 tmlr-group/mc-gra/MC-GRA/topology_attack.py 6002a1395bc2b25d ran · our draft was wrong MIT (permissive)
Task-Equivariant Graph Few-shot Learning 30 May 2023 sung-won-kim/teg/utils.py 21b0199200507ff0 ran · our draft was wrong MIT (permissive)
Learning Strong Graph Neural Networks with Weak Information 29 May 2023 yixinliu233/d2pt/utils.py 904545d90e5de9f7 unverified MIT (permissive)
Dink-Net: Neural Clustering on Large Graphs 28 May 2023 yueliu1999/awesome-deep-graph-clustering/dgc/utils/data_processor.py 16475ba069d5a2cd unverified MIT (permissive)
Deep Graph Representation Learning and Optimization for Influence Maximization 1 May 2023 triplej0079/DeepIM/genim.py d45f434d25f2e870 ran · our draft was wrong no licence file found · pointer only
On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology 6 Feb 2023 lrnzgiusti/on-oversquashing/utils/utils.py 21b0199200507ff0 ran · our draft was wrong MIT (permissive)
Few-shot Node Classification with Extremely Weak Supervision 6 Jan 2023 songw-sw/x-fnc/train_xfnc.py 21b0199200507ff0 ran · our draft was wrong no licence file found · pointer only
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid 29 Dec 2022 zjukg/MEAformer/src/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource 23 Nov 2022 marigoldwu/a-unified-framework-for-deep-attribute-graph-clustering/pydgc/models/dcrn.py c4e018bdf71a1f35 unverified MIT (permissive)
Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search 25 Oct 2022 automl/NASLib/naslib/predictors/bonas.py 8316e25dc7e10a44 unverified Apache-2.0 (permissive)
Multi-modal Contrastive Representation Learning for Entity Alignment 2 Sep 2022 lzxlin/mclea/src/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
Pretraining a Neural Network before Knowing Its Architecture 20 Jul 2022 yaya-yns/tart/experiments/neural_predictor.py dfa62dfebede20fc ran · our draft was wrong fingerprinted MIT (permissive)
Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN 30 Jun 2022 likuanppd/stable/robcon.py 21b0199200507ff0 ran · our draft was wrong MIT (permissive)
Task-Adaptive Few-shot Node Classification 23 Jun 2022 identical code first harvested elsewhere 21b0199200507ff0 ran · our draft was wrong licence of this copy not recorded
Zero-shot object goal visual navigation 15 Jun 2022 pioneer-innovation/zero-shot-object-navigation/models/egnn.py f3a3398f34669aea ran · our draft was wrong MIT (permissive)
Graph Ordering Attention Networks 11 Apr 2022 michailchatzianastasis/goat/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
Deep Reinforcement Learning for Entity Alignment 7 Mar 2022 guolingbing/RLEA/run/runRLEA.py 21b0199200507ff0 ran · our draft was wrong MIT (permissive)
Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs 9 Dec 2021 luchang-cs/chet/preprocess/auxiliary.py 7dbe9902db65aa9d ran fingerprinted no licence file found · pointer only
Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining 16 Oct 2021 gmancino/fastgcn-pytorch/models/helper_functions.py d45993d10da87cea unverified MIT (permissive)
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration 29 Sep 2021 Diego999/pyGAT/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration 29 Sep 2021 BUPT-GAMMA/CaGCN/utils.py 21b0199200507ff0 ran · our draft was wrong MIT (permissive)
Hierarchical Object-to-Zone Graph for Object Navigation 5 Sep 2021 sx-zhang/hoz/models/hoz.py f3a3398f34669aea ran · our draft was wrong MIT (permissive)
ARM-Net: Adaptive Relation Modeling Network for Structured Data 5 Jul 2021 nusdbsystem/ARM-Net/models/gcn.py 35c5ab8762f0203a unverified Apache-2.0 (permissive)
Visual Navigation with Spatial Attention 20 Apr 2021 barmayo/spatial_attention/models/gcn.py f3a3398f34669aea ran · our draft was wrong Apache-2.0 (permissive)
Learning on Attribute-Missing Graphs 3 Nov 2020 xuChenSJTU/SAT-master-link-prediction/data/process.py a7bd63e06a7e21d1 unverified no licence file found · pointer only
Graph Neural Networks for an Accurate and Interpretable Prediction of the Properties of Polycrystalline Materials 2020-10 (from id) mehmetfdemirel/PolycrystalGraph/data.py e95f9c8d09fe81ec unverified MIT (permissive)
Visual Pivoting for (Unsupervised) Entity Alignment 28 Sep 2020 cambridgeltl/eva/src/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
SCE: Scalable Network Embedding from Sparsest Cut 30 Jun 2020 szzhang17/Sparsest-Cut-Network-Embedding/preprocess.py 3fdc9f593c684be4 unverified MIT (permissive)
SCE: Scalable Network Embedding from Sparsest Cut 30 Jun 2020 szzhang17/Sparsest-Cut-Network-Embedding/utils.py ef3bae1c388522c4 unverified MIT (permissive)
Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection 17 Mar 2020 GXYM/DRRG/layers/utils.py 24f7f39f00d6d777 unverified MIT (permissive)
Learning hierarchical relationships for object-goal navigation 15 Mar 2020 cassieqiuyd/MJOLNIR/models/mjolnir_o.py f3a3398f34669aea ran · our draft was wrong no licence file found · pointer only
Neural Predictor for Neural Architecture Search 2 Dec 2019 ultmaster/neuralpredictor.pytorch/model.py 8316e25dc7e10a44 unverified MIT (permissive)
Graph U-Nets 11 May 2019 hujilin1229/gUNet/ops.py 597b9f2e337f0d63 ran · honoured contract fingerprinted MIT (permissive)
Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning 3 Dec 2018 allenai/savn/models/gcn.py f3a3398f34669aea ran · our draft was wrong Apache-2.0 (permissive)
Graph HyperNetworks for Neural Architecture Search 12 Oct 2018 identical code first harvested elsewhere dfa62dfebede20fc ran · our draft was wrong fingerprinted licence of this copy not recorded
Graph Attention Networks 30 Oct 2017 Anak2016/GAT/utils.py d45f434d25f2e870 ran · our draft was wrong MIT (permissive)
Semi-Supervised Classification with Graph Convolutional Networks 9 Sep 2016 tkipf/keras-gcn/kegra/utils.py 835dff62cae2e799 unverified MIT (permissive)
arXiv:ijcai2024_0715 LightChen233/DPF/common/module_utils/graph_utils.py a48a6def3e0d4ae5 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:aaai_25573 yixinliu233/GREET/utils.py fc141c09862f16a5 unverified MIT (permissive)
arXiv:aaai_20726 yueliu1999/Awesome-Deep-Graph-Clustering/dgc/utils/data_processor.py 16475ba069d5a2cd unverified 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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