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Dense

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

Dense appears in the code Syntology harvested for 22 papers, as 22 distinct code bodies found in 22 places (a place is one code body under one paper). At least one of them ran in 17 of the papers; 4 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 Dense 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 22 distinct code bodies named Dense; 5 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
5unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 22 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

22 papers shown of 22, newest first; 22 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 4 papers added by Syntology; 1 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
Fourier Feature Pyramids for Physics-Informed Neural Networks added by Syntology 2026-05 (from id) PredictiveIntelligenceLab/jaxpi/jaxpi/archs.py 2ebf924aaa6dac9f ran licence not identified · pointer only
Training-Free Adaptation of Diffusion Models via Doob's h-Transform added by Syntology 2026-02 (from id) liamyzq/Doob_training_free_adaptation/search/doob_search.py cf2e38c8b4950425 ran · metamorphic tier: invariant no licence file found · pointer only
Fully-automated sleep staging: multicenter validation of a generalizable deep neural network for Parkinson's disease and isolated REM sleep behavior disorder Authors added by Syntology 2026-02 (from id) jesperstroem/U-Sleep-for-RBD-PD/ml_architectures/usleep/usleep.py 8aa1db90898fee4f ran fingerprinted no licence file found · pointer only
Utilizing the Score of Data Distribution for Hyperspectral Anomaly Detection added by Syntology 2026-01 (from id) jiahuisheng/ScoreAD/model.py dd69a8392d353345 ran no licence file found · pointer only
arXiv:2507.11589 2025-07 (from id) AndreiB137/EinFields/einstein_fields/nn_models/PirateNet.py ed2eccebbe71e7cb ran MIT (permissive)
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation 19 Aug 2024 akalikong/ilora/model/peft/tuners/moelora.py 0f7faa1a9bdea8d3 ran no licence file found · pointer only
Structured Generations: Using Hierarchical Clusters to guide Diffusion Models 8 Jul 2024 JoGo175/diffuse-treevae/models/model.py d45ce2ed0c59593e 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 be8d8e1b1367c144 unverified no licence file found · pointer only
Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent 21 Feb 2024 weiyifan1023/neeko/moelora/tuners/moelora.py 60ee43fda6864a3d ran Apache-2.0 (permissive)
NfgTransformer: Equivariant Representation Learning for Normal-form Games 2024-02 (from id) google-deepmind/nfg_transformer/nfg_transformer/network.py 68b110bcde6505cc unverified Apache-2.0 (permissive)
Learning to Embed Time Series Patches Independently 27 Dec 2023 WenjieDu/PyPOTS/pypots/nn/modules/imputeformer/mlp.py 2c59b546356d88c3 ran · metamorphic tier: invariant fingerprinted BSD-3-Clause (permissive)
Compositional Policy Learning in Stochastic Control Systems with Formal Guarantees 3 Dec 2023 mlech26l/neural_martingales/rsm_learner.py f1e4fbbcfa50bc57 ran · metamorphic tier: deterministic MIT (permissive)
Neural Fields with Thermal Activations for Arbitrary-Scale Super-Resolution 29 Nov 2023 prs-eth/thera/model/swin_ir.py eaa96cc883399233 ran Apache-2.0 (permissive)
TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Composition 24 Jul 2023 shilin-lu/vine/vine/src/vine_turbo.py c3b3a2d8b7a04439 ran licence not identified · pointer only
Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning 26 May 2023 ilampard/lamp/models/ke_anhp/_model.py 9a448be7eb920dac ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Ewald-based Long-Range Message Passing for Molecular Graphs 8 Mar 2023 arthurkosmala/EwaldMP/ocpmodels/models/ewald_block.py 71e2f19131d26ded ran · metamorphic tier: deterministic licence not identified · pointer only
Deep Counterfactual Estimation with Categorical Background Variables 11 Oct 2022 edebrouwer/cfqp/condgen/models/deepscm.py 94d4f204a05beb0f ran · metamorphic tier: invariant MIT (permissive)
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems 8 Oct 2022 dimesteam/dimes/MIS/solvers/intel_treesearch/NPHard/gcn/models.py fec438a4bb79bc5e unverified MIT (permissive)
Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods 27 Oct 2021 kkhuang81/UniFilter/non-homo/models.py 382d674885c1d7a8 ran · metamorphic tier: deterministic MIT (permissive)
Knowing the No-match: Entity Alignment with Dangling Cases 4 Jun 2021 nju-websoft/OpenEA/src/openea/approaches/gmnn.py 9bccf1fdbfb84b5d unverified GPL-3.0 (copyleft) · pointer only
Equivariant message passing for the prediction of tensorial properties and molecular spectra 5 Feb 2021 learningmatter-mit/NeuralForceField/nff/nn/models/painn.py dc349a5755ad2883 ran · metamorphic tier: invariant MIT (permissive)
Provable defenses against adversarial examples via the convex outer adversarial polytope 2 Nov 2017 fra31/mmr-universal/kolter_wong/convex_adversarial/dual_network.py bc7271d7a6811f02 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