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Estimator

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

Estimator 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 3 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 Estimator 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 3 of the 7 distinct code bodies named Estimator; 4 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
3ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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, 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
Mitigating Instance Entanglement in Instance-Dependent Partial Label Learning added by Syntology 2026-03 (from id) RyanZhaoIc/CAD/model.py 2c295caa24961e93 ran · metamorphic tier: deterministic no licence file found · pointer only
Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning 23 May 2024 otmhi/offpolicy_ls/ope_ops/evaluators.py 992e74b3c1eaa038 unverified no licence file found · pointer only
FedSampling: A Better Sampling Strategy for Federated Learning 25 Jun 2023 taoqi98/FedSampling/Codes/FedSampling.py f8fe920455a3991e ran no licence file found · pointer only
Mutual Information Alleviates Hallucinations in Abstractive Summarization 24 Oct 2022 iinemo/lm-polygraph/src/lm_polygraph/estimators/conditional_pointwise_mutual_information.py 733788d50f9f0f9e unverified MIT (permissive)
Learning Viewpoint-Agnostic Visual Representations by Recovering Tokens in 3D Space 23 Jun 2022 elicassion/3dtrl/model/three_d_trl.py ac46b3e1e6b72a84 unverified MIT (permissive)
Deep Constrained Least Squares for Blind Image Super-Resolution 15 Feb 2022 megvii-research/dcls-sr/codes/config/DCLS/models/modules/dcls_arch.py 8fa6861f618410ad unverified MIT (permissive)
Unfolding the Alternating Optimization for Blind Super Resolution 6 Oct 2020 greatlog/DAN/codes/config/DANv1/models/modules/dan_arch.py f7ef4da8a26e5fac ran · metamorphic tier: deterministic 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