Home › Code › Strategy

Strategy

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

Strategy appears in the code Syntology harvested for 10 papers, as 12 distinct code bodies found in 12 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 Strategy 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 12 distinct code bodies named Strategy; 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
7ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 12 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

10 papers shown of 10, newest first; 12 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
Federated Active Learning Under Extreme Non-IID and Global Class Imbalance added by Syntology 2026-03 (from id) chenchenzong/FairFAL/query_strategies/fairfal_sampling.py ed36e72647fd09fa ran no licence file found · pointer only
Learn from the Learnt: Source-Free Active Domain Adaptation via Contrastive Sampling and Visual Persistence 26 Jul 2024 lyumengyao/lftl/mining/contrastive_sampling.py 5237eafffa541c27 ran no licence file found · pointer only
Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis 27 Jun 2024 zikai1/cvpr24_pointsetreg/pypointsetreg/fuzzyclusterreg.py 2aa8a84e532aa84e unverified AGPL-3.0 (copyleft) · pointer only
Composite Active Learning: Towards Multi-Domain Active Learning with Theoretical Guarantees 3 Feb 2024 Wang-ML-Lab/multi-domain-active-learning/query_strategies/active_learning_by_learning.py a7fce5e86fcae0a4 ran no licence file found · pointer only
Transferable Candidate Proposal with Bounded Uncertainty 7 Dec 2023 gokyeongryeol/tbu/active/selection/strategy.py f71b931ef7fcb1e3 unverified MIT (permissive)
Re-thinking Federated Active Learning based on Inter-class Diversity 22 Mar 2023 raymin0223/LoGo/query_strategies/fal/logo.py 69e62d4fe26b8a80 ran no licence file found · pointer only
Streaming Active Learning with Deep Neural Networks 5 Mar 2023 JordanAsh/badge/query_strategies/bait_sampling.py 6d8eafd77757e08c unverified no licence file found · pointer only
Streaming Active Learning with Deep Neural Networks 5 Mar 2023 asaran/vessal/query_strategies/vessal.py 6c89994e332a9504 unverified no licence file found · pointer only
Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning 13 Oct 2022 dsba-lab/openal/query_strategies/mqnet.py d8dae434bb97677a unverified MIT (permissive)
Introspective Learning : A Two-Stage Approach for Inference in Neural Networks 17 Sep 2022 JordanAsh/badge/query_strategies/badge_sampling.py 6ddce4b6345c6b85 ran no licence file found · pointer only
Active Learning by Feature Mixing 14 Mar 2022 dsba-lab/openal/query_strategies/featmix_sampling.py bf475d60bd681390 ran MIT (permissive)
Active Learning by Feature Mixing 14 Mar 2022 aminparvaneh/alpha_mix_active_learning/query_strategies/alpha_mix_sampling.py 2661daeb22d41bb0 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