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objective

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

objective appears in the code Syntology harvested for 14 papers, as 15 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 4 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 objective 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 15 distinct code bodies named objective; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
1ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
1ran
11unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 15 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; 15 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 3 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
QSMP: finding representative time series subsequences through Quick Shift+Matrix Profile added by Syntology 2026-08 (from id) cniel-ud/qsmp/qsmp/alphacsc/learn_z.py f31326254466652b unverified licence not identified · pointer only
AAC: Admissible-by-Architecture Differentiable Landmark Compression for ALT added by Syntology 2026-04 (from id) anindex/aac/src/aac/selection.py 0c8d1fc0f878dbab unverified Apache-2.0 (permissive)
Beyond Benchmark Islands: Toward Representative Trustworthiness Evaluation for Agentic AI added by Syntology 2026-03 (from id) TonyQJH/haaf-pilot/layer4_sampling.py 18712d2782d02130 unverified no licence file found · pointer only
Correcting for interloper contamination in the power spectrum with neural networks 2025-04 (from id) mcagliari/nointernet/src/training/NoInterNet_hyper_optimization.py 1a265dffcebeaf86 unverified MIT (permissive)
Correcting for interloper contamination in the power spectrum with neural networks 2025-04 (from id) mcagliari/nointernet/src/training/NoInterNet_hyper_optimization_PB.py 1cae86a8911fca0a unverified MIT (permissive)
Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations 30 May 2024 shivam-grover/s3-timeseries/example/grid_search_template.py 5e38e239bde01c7c unverified Apache-2.0 (permissive)
Implicit Maximum a Posteriori Filtering via Adaptive Optimization 17 Nov 2023 gianlucabencomo/implicitmap/nonlinear/contour.py a280319a695f48dc unverified no licence file found · pointer only
Norm-guided latent space exploration for text-to-image generation 14 Jun 2023 dvirsamuel/SeedSelect/nao/norm_aware_optimization.py 7415b088d69422e2 unverified no licence file found · pointer only
Weighing the Milky Way and Andromeda with Artificial Intelligence 29 Nov 2021 PabloVD/HaloGraphNet/hyperparams_optimization.py 6a411d1f9a4cbd15 unverified MIT (permissive)
Q-Value Weighted Regression: Reinforcement Learning with Limited Data 12 Feb 2021 vub-ai-lab/qwr/optuna_tune.py 0ec2787f564c2d1c unverified MIT (permissive)
Statistical Model Aggregation via Parameter Matching 1 Nov 2019 IBM/SPAHM/topicmodeling/matching/gaus_marginal_matching.py 3f0dbe0dba17ea5c ran · fixture could not drive it fingerprinted MIT (permissive)
Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning 18 Dec 2017 optimization-toolbox/DNE4py/DNE4py/version_v2/new_tutorials/tutorials2/pp_run.py 1fc06388f906350c ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
The CMA Evolution Strategy: A Tutorial 4 Apr 2016 JohnYKiyo/coco_trial/example.py 0d2817c655919766 unverified MIT (permissive)
Adam: A Method for Stochastic Optimization 22 Dec 2014 rokkian/adam_implementation/adam_implementation.py f6c61d4de559ffe9 ran fingerprinted Apache-2.0 (permissive)
Building a Framework for Predictive Science 2012-02 (from id) uqfoundation/mystic/examples2/constrained_scipy.py 621cc5bb1ecdb5d1 ran · violated contract fingerprinted licence not identified · 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