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agg_func

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

agg_func appears in the code Syntology harvested for 6 papers, as 4 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 6 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 agg_func 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 4 distinct code bodies named agg_func; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 1 of the 10 places is 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

6 papers shown of 6, newest first; 10 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
FedTopo: Relation-Level Topology Sharing for Model-Heterogeneous Federated Learning added by Syntology 2026-07 (from id) Zhaoyang-Ma/FedTopo/FedTopo/system/flcore/servers/servertopo.py a51b5cd4d74e6d03 ran · our draft was wrong no licence file found · pointer only
An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning 23 Mar 2024 TsingZ0/FedKTL/system/flcore/servers/serverktl_stylegan_3.py 5d6dc231986a939a ran · our draft was wrong Apache-2.0 (permissive)
FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning 6 Jan 2024 tsingz0/fedtgp/system/flcore/servers/servertgp.py 34ebb1820a560b2b ran · our draft was wrong Apache-2.0 (permissive)
PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark 8 Dec 2023 TsingZ0/HtFL/system/flcore/clients/clientktl.py 5d6dc231986a939a ran · our draft was wrong Apache-2.0 (permissive)
PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark 8 Dec 2023 TsingZ0/HtFL/system/flcore/clients/clientgh.py 34ebb1820a560b2b ran · our draft was wrong Apache-2.0 (permissive)
PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark 8 Dec 2023 TsingZ0/HtFL/system/flcore/clients/clientfd.py 00a3ba9dbf0b838b ran Apache-2.0 (permissive)
FedTP: Federated Learning by Transformer Personalization 3 Nov 2022 zhyczy/fedtp/methods/method.py 34ebb1820a560b2b ran · our draft was wrong MIT (permissive)
Federated Learning from Pre-Trained Models: A Contrastive Learning Approach 21 Sep 2022 TsingZ0/GFL/system/flcore/clients/clientktl.py 5d6dc231986a939a ran · our draft was wrong Apache-2.0 (permissive)
Federated Learning from Pre-Trained Models: A Contrastive Learning Approach 21 Sep 2022 TsingZ0/GFL/system/flcore/clients/clientgh.py 34ebb1820a560b2b ran · our draft was wrong Apache-2.0 (permissive)
Federated Learning from Pre-Trained Models: A Contrastive Learning Approach 21 Sep 2022 TsingZ0/GFL/system/flcore/clients/clientfd.py 00a3ba9dbf0b838b ran Apache-2.0 (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