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flat

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

flat appears in the code Syntology harvested for 11 papers, as 8 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 3 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 flat 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 5 of the 8 distinct code bodies named flat; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 4 of the 11 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

11 papers shown of 11, newest first; 11 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 1 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
Shortcut Before Circuit: Document Statistics Time In-Context Conflict Resolution added by Syntology 2026-08 (from id) lyj20071013/Shortcut-Before-Circuit/an_fd.py c92e431dddb93f6b ran Apache-2.0 (permissive)
Multi-Flow: Multi-View-Enriched Normalizing Flows for Industrial Anomaly Detection 4 Apr 2025 m-kruse98/multi-flow/models/cv_model.py 9120a1472b8c96d3 unverified MIT (permissive)
M$^3$GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation 25 May 2024 luomingshuang/M3GPT/m3gpt/core/config.py 4570d6d70bccdfb6 ran fingerprinted no licence file found · pointer only
Hulk: A Universal Knowledge Translator for Human-Centric Tasks 4 Dec 2023 opengvlab/hulk/core/config.py 4570d6d70bccdfb6 ran fingerprinted MIT (permissive)
Topology-aware Robust Optimization for Out-of-distribution Generalization 26 Jul 2023 joffery/tro/toy/utils/utils.py 709a8e9ceba1bb9d ran fingerprinted no licence file found · pointer only
UniHCP: A Unified Model for Human-Centric Perceptions 6 Mar 2023 OpenGVLab/UniHCP/core/config.py 4570d6d70bccdfb6 ran fingerprinted MIT (permissive)
Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation 6 Feb 2023 Wang-ML-Lab/VDI/CompCars/model/model.py 709a8e9ceba1bb9d ran fingerprinted MIT (permissive)
Shielding Federated Learning: Robust Aggregation with Adaptive Client Selection 2022-04 (from id) hustweiwan/mab-rfl/MAB-RFL-released.py 60f6cf6130e7eea2 ran no licence file found · pointer only
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection 11 Apr 2022 icvteam/pgnet/src/train_distributed.py 3fd7d0fe23fd7f1d unverified MIT (permissive)
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning 16 Jun 2021 HayeonLee/HELP/utils.py 1d5210b89b90aa66 unverified MIT (permissive)
Task-Agnostic Dynamics Priors for Deep Reinforcement Learning 13 May 2019 yilundu/task_agnostic_dynamics_prior/train_batch.py 415094e2d3c0c7bd ran · violated contract fingerprinted no licence file found · pointer only

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