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LocalUpdate

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

LocalUpdate appears in the code Syntology harvested for 7 papers, as 7 distinct code bodies found in 7 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 0 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 LocalUpdate 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 4 of the 7 distinct code bodies named LocalUpdate; 3 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
4ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 7 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

7 papers shown of 7, newest first; 7 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
Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning 2024-07 (from id) JackqqWang/FedType/update_new.py b8e2d199f75230eb unverified no licence file found · pointer only
FedNoRo: Towards Noise-Robust Federated Learning by Addressing Class Imbalance and Label Noise Heterogeneity 9 May 2023 wnn2000/fednoro/utils/local_training.py 6e50ca4f537d029c ran no licence file found · pointer only
Combating Exacerbated Heterogeneity for Robust Models in Federated Learning 1 Mar 2023 zfancy/sfat/update.py cafa55b9accbd330 unverified MIT (permissive)
Multi-Level Branched Regularization for Federated Learning 14 Jul 2022 jinkyu032/FedMLB/local_update_method/FedMLB.py 40884a90f0090917 unverified no licence file found · pointer only
FedCorr: Multi-Stage Federated Learning for Label Noise Correction 10 Apr 2022 xu-jingyi/fedcorr/util/local_training.py ba9a691850ab6c1c ran no licence file found · pointer only
FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective 26 Oct 2021 jeremy313/fl-wbc/src/update.py f147694b5e3057d9 ran no licence file found · pointer only
Communication-Efficient Learning of Deep Networks from Decentralized Data 17 Feb 2016 yuetan031/fedproto/lib/update.py cbaf694f21e1aee7 ran 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