Methods › Sequential › Sequence To Sequence Models › GTS › Papers where code ran, page 1
Goal-Driven Tree-Structured Neural Model
GTS
Papers archive 2025-07-28
archive papers tagged: 46 · with a code link: 20 · where Syntology ran a sample: 10 (9 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (10 of 46 tagged: 9 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 1 of 1: papers 1 to 10 of the 10 tagged papers where Syntology ran at least one harvested sample (9 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence 13 Feb 2025 · 1 repository · arXiv:2502.09263Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 3 pointer-only (licence)
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GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers 26 Nov 2024 · 1 repository · arXiv:2411.17296Syntology official (archive's flag): 4 ran · 4 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Benchmarking Positional Encodings for GNNs and Graph Transformers 19 Nov 2024 · 1 repository · arXiv:2411.12732Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Relaxing Graph Transformers for Adversarial Attacks 16 Jul 2024 · 0 repositories · arXiv:2407.11764Syntology 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Distinguished In Uniform: Self Attention Vs. Virtual Nodes 20 May 2024 · 1 repository · arXiv:2405.11951Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 4 pointer-only (licence)
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FairGT: A Fairness-aware Graph Transformer 26 Apr 2024 · 1 repository · arXiv:2404.17169Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Gradformer: Graph Transformer with Exponential Decay 24 Apr 2024 · 1 repository · arXiv:2404.15729Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Human Guided Ground-truth Generation for Realistic Image Super-resolution 23 Mar 2023 · 1 repository · arXiv:2303.13069Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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ConQueR: Query Contrast Voxel-DETR for 3D Object Detection 14 Dec 2022 · 1 repository · arXiv:2212.07289Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples)
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Recipe for a General, Powerful, Scalable Graph Transformer 25 May 2022 · 4 repositories · arXiv:2205.12454Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 18 unverified (of 21 harvested samples)