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GAT

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

GAT appears in the code Syntology harvested for 16 papers, as 25 distinct code bodies found in 25 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 1 of the code bodies carries 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 GAT 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 17 of the 25 distinct code bodies named GAT; 8 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
17ran
8unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 25 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

16 papers shown of 16, newest first; 25 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. 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
GRASP -Graph-Based Anomaly Detection Through Self-Supervised Classification added by Syntology 2026-05 (from id) grbaande/grasp/grasp/detection/classification.py 0856f7c786b110a9 ran · metamorphic tier: deterministic MIT (permissive)
Learning to Solve Orienteering Problem with Time Windows and Variable Profits added by Syntology 2026-03 (from id) SwonGao/DeCoST/DeCoST/models/SINGLEModel.py 25f967655d033233 ran · metamorphic tier: deterministic MIT (permissive)
A Generative Model for Joint Multiple Intent Detection and Slot Filling added by Syntology 2026-02 (from id) LooperXX/AGIF/models/module.py f2287369b0e7bb9b ran · metamorphic tier: deterministic GPL-2.0 (copyleft) · pointer only
Modality-Guided Dynamic Graph Fusion and Temporal Diffusion for Self-Supervised RGB-T Tracking 6 May 2025 LiShenglana/GDSTrack/lib/model/models/WFCG.py 8eb47eb449cf9a33 ran GPL-3.0 (copyleft) · pointer only
DTGBrepGen: A Novel B-rep Generative Model through Decoupling Topology and Geometry 17 Mar 2025 jinli99/DTGBrepGen/model.py 62dce3c7fcf2de8b ran no licence file found · pointer only
Graph Attention is Not Always Beneficial: A Theoretical Analysis of Graph Attention Mechanisms via Contextual Stochastic Block Models 20 Dec 2024 mztmzt/gat_csbm/real_world_experiments/models.py 6e7e1893eef531de ran · metamorphic tier: well formed no licence file found · pointer only
Progressively Modality Freezing for Multi-Modal Entity Alignment 23 Jul 2024 ninibymilk/PMF-MMEA/model/PMF.py d6be02987f151a14 ran MIT (permissive)
Structured Click Control in Transformer-based Interactive Segmentation 7 May 2024 hahamyt/scc/isegm/model/modeling/gatlayers.py 1d174c7f1898b9b2 ran · metamorphic tier: invariant GPL-3.0 (copyleft) · pointer only
Motif-aware Riemannian Graph Neural Network with Generative-Contrastive Learning 2 Jan 2024 riemanngraph/motifrgc/models.py cbb8804ff702cf89 ran MIT (permissive)
Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling 19 May 2023 ChocoWu/MRE-ISE/cores/gene/model.py 607bce72cdf483ac unverified no licence file found · pointer only
D2-TPred: Discontinuous Dependency for Trajectory Prediction under Traffic Lights 21 Jul 2022 VTP-TL/D2-TPred/D2TP/models.py a9f6389d6a6ee574 ran Apache-2.0 (permissive)
Non-Probability Sampling Network for Stochastic Human Trajectory Prediction 25 Mar 2022 inhwanbae/NPSN/npsn/model.py 7399d4f9a67f6c68 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression 16 Oct 2021 cheneydon/hrkd/models/gnn.py ef26781a55d5c8c5 ran · metamorphic tier: deterministic no licence file found · pointer only
Symbolic Network: Generalized Neural Policies for Relational MDPs 18 Feb 2020 dair-iitd/symnet/multi_train/symnet/estimators.py 54ac990cf4b2df6b unverified no licence file found · pointer only
Graph Constrained Reinforcement Learning for Natural Language Action Spaces 23 Jan 2020 rajammanabrolu/KG-A2C/kga2c/models.py 70278f47af24045d unverified MIT (permissive)
Graph Attention Networks 30 Oct 2017 isotlaboratory/ml4vrp/modules/layers.py 0543c5506767fe53 ran · metamorphic tier: deterministic no licence file found · pointer only
Graph Attention Networks 30 Oct 2017 marblet/GNN_models_pytorch_geometric/models/gat.py ef36abf2c8ed6532 ran · metamorphic tier: deterministic MIT (permissive)
Graph Attention Networks 30 Oct 2017 marblet/gat-pytorch/gat.py 14b29bb3c2e77060 ran MIT (permissive)
Graph Attention Networks 30 Oct 2017 labmlai/annotated_deep_learning_paper_implementations/labml_nn/graphs/gat/experiment.py 1d632b6bedff39f7 ran MIT (permissive)
Graph Attention Networks 30 Oct 2017 weiyangfb/PyTorchSparseGAT/models.py 605946bfc2bfb229 ran · metamorphic tier: invariant MIT (permissive)
Graph Attention Networks 30 Oct 2017 ColdenChan/GAT_D/models/gat.py 8e9b126f3a88cbdd unverified MIT (permissive)
Graph Attention Networks 30 Oct 2017 taishan1994/pytorch_gat/model.py ca3843aa2d3c4206 unverified no licence file found · pointer only
Graph Attention Networks 30 Oct 2017 gcucurull/jax-gat/models.py 628b8816e46fa27f unverified no licence file found · pointer only
Graph Attention Networks 30 Oct 2017 Kaimaoge/IGNNK/basic_structure.py fb04b1d471c6acc1 unverified no licence file found · pointer only
Graph Attention Networks 30 Oct 2017 handasontam/GAT-with-edgewise-attention/models/gat.py be71c975b356bf8f 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".

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