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estimate

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

estimate appears in the code Syntology harvested for 14 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 2 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 estimate 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 14 distinct code bodies named estimate; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
3ran · fixture could not drive it
0ran
9unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 14 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

14 papers shown of 14, newest first; 14 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; 1 papers have no page here and are shown by arXiv id only. 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
Quantization Impact on the Accuracy and Communication Efficiency Trade-off in Federated Learning for Aerospace Predictive Maintenance added by Syntology 2026-04 (from id) therealdeadbeef/aerospace-fl-quantization/fpga_estimation_zcu102.py 587462de6af47444 unverified MIT (permissive)
Measurement noise scaling laws for cellular representation learning 4 Mar 2025 ggdna/scScaling/analysis/latentmi/lmi.py 7b7ad78a9ffbfafd unverified MIT (permissive)
Fast algorithms to improve fair information access in networks 2024-09 (from id) rhythmthief/FairnessNetworks/code/probability.py 3dd7bd25cf6b5de6 unverified licence not identified · pointer only
First-Order Manifold Data Augmentation for Regression Learning 16 Jun 2024 azencot-group/foma/src/foma.py b844e33b3a003151 ran · fixture could not drive it fingerprinted MIT (permissive)
Harnessing Meta-Learning for Improving Full-Frame Video Stabilization 6 Mar 2024 mkashifali/metavideostab/PWC_Module/PWC_Module.py 0d3d13d6e34e1072 unverified no licence file found · pointer only
Prediction-Powered Ranking of Large Language Models 27 Feb 2024 networks-learning/prediction-powered-ranking/src/estimate.py cdbfedcc67b27ade ran · our draft was wrong MIT (permissive)
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme 8 May 2023 Jhryu30/AnomalyBERT/estimate.py afd9fe5a924fcb74 ran · our draft was wrong no licence file found · pointer only
Benchmark Dataset and Effective Inter-Frame Alignment for Real-World Video Super-Resolution 10 Dec 2022 hitrainer/eavsr/models/spy_net.py 90386834977a62ea unverified MIT (permissive)
Pretraining is All You Need for Image-to-Image Translation 25 May 2022 PITI-Synthesis/PITI/preprocess/preprocess_sketch.py 17279541625491ee unverified MIT (permissive)
Self-Supervised Learning of Audio-Visual Objects from Video 10 Aug 2020 afourast/avobjects/flow/pwcnet.py 0747b9a053d42ac4 unverified MIT (permissive)
Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video 18 Jul 2019 keyuncheng/MF-TAPNet/src/gen_optflow.py 0e98af9be4e86267 ran · fixture could not drive it no licence file found · pointer only
Empirical Likelihood for Contextual Bandits 7 Jun 2019 pmineiro/elfcb/MLE/MLE/estimate.py ca423ab62a0439be unverified Unlicense (permissive)
On the Intrinsic Dimensionality of Image Representations 26 Mar 2018 ansuini/IntrinsicDimDeep/IDNN/intrinsic_dimension.py ccc4b5af2dd293b4 ran · fixture could not drive it fingerprinted no licence file found · pointer only
arXiv:openreview_8jViL8YrB1 CyberAgentAILab/cenreg/src/cenreg/model/copula_graphic.py 4119a07882d5e74e unverified 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