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

to appears in the code Syntology harvested for 15 papers, as 8 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 14 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 to 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 7 of the 8 distinct code bodies named to; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
3ran
1unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 15 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

15 papers shown of 15, newest first; 15 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. 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
Trainable Highly-expressive Activation Functions 10 Jul 2024 bgu-cs-vil/ditac/ditac/utils/cpab_t.py c40a4a89747caf9e ran MIT (permissive)
Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising 11 Apr 2024 nagejacob/tbsn/network/base_function.py 0bb26a83df4e7b0b ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Know Your Neighbors: Improving Single-View Reconstruction via Spatial Vision-Language Reasoning 4 Apr 2024 ruili3/Know-Your-Neighbors/utils/array_operations.py 3e9b5afd90a4aba3 ran no licence file found · pointer only
MeaeQ: Mount Model Extraction Attacks with Efficient Queries 21 Oct 2023 C-W-D/MeaeQ/utils/tools.py 0bfbcd38797df955 ran fingerprinted Apache-2.0 (permissive)
A Comparative Study of Image Restoration Networks for General Backbone Network Design 18 Oct 2023 andrew0613/x-restormer/xrestormer/archs/xrestormer_arch.py 0bb26a83df4e7b0b ran · our draft was wrong fingerprinted MIT (permissive)
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors 4 Oct 2023 idoamos/not-from-scratch/local_attention/local_attention.py f092dd8a37a00a6e ran · our draft was wrong fingerprinted MIT (permissive)
Preference-grounded Token-level Guidance for Language Model Fine-tuning 1 Jun 2023 yinyueqin/denserewardrlhf-ppo/denserlhf/trainer/ppo_utils/experience_maker.py 938b6f55326552be ran · our draft was wrong Apache-2.0 (permissive)
What Makes Data Suitable for a Locally Connected Neural Network? A Necessary and Sufficient Condition Based on Quantum Entanglement 20 Mar 2023 lucidrains/local-attention/local_attention/local_attention.py f092dd8a37a00a6e ran · our draft was wrong fingerprinted MIT (permissive)
GroupFormer: Group Activity Recognition with Clustered Spatial-Temporal Transformer 28 Aug 2021 xueyee/GroupFormer/group/models/cluster_transformer.py f092dd8a37a00a6e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition 23 Jul 2021 lucaslie/torchprune/src/torchprune/torchprune/util/tensor.py e32720b53dfa1acf unverified MIT (permissive)
Scaling Local Self-Attention for Parameter Efficient Visual Backbones 23 Mar 2021 xmu-xiaoma666/External-Attention-pytorch/model/attention/HaloAttention.py 0bb26a83df4e7b0b ran · our draft was wrong fingerprinted MIT (permissive)
GLU Variants Improve Transformer 12 Feb 2020 identical code first harvested elsewhere 7417c98099ec4e15 ran · our draft was wrong fingerprinted licence of this copy not recorded
Compressive Transformers for Long-Range Sequence Modelling 13 Nov 2019 lucidrains/compressive-transformer-pytorch/compressive_transformer_pytorch/compressive_transformer_pytorch.py 7417c98099ec4e15 ran · our draft was wrong fingerprinted MIT (permissive)
Stabilizing Transformers for Reinforcement Learning 13 Oct 2019 identical code first harvested elsewhere 7417c98099ec4e15 ran · our draft was wrong fingerprinted licence of this copy not recorded
Efficient Attention: Attention with Linear Complexities 4 Dec 2018 lucidrains/memory-transformer-xl/memory_transformer_xl/memory_transformer_xl.py 7417c98099ec4e15 ran · our draft was wrong fingerprinted 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