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Sample

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

Sample appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 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 Sample 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 6 of the 9 distinct code bodies named Sample; 3 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
6ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 9 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

9 papers shown of 9, newest first; 9 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 6 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
PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language added by Syntology 2026-07 (from id) AuroraLHL/PEARL/core/generate_with_code.py 8fdecdf0e3c196ee ran no licence file found · pointer only
SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search added by Syntology 2026-05 (from id) XMUDeepLIT/SAAS/search/generate_with_search.py 53fae9c234b0bc79 unverified Apache-2.0 (permissive)
Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension added by Syntology 2026-05 (from id) Evolutionary-Intelligence/pypop/pypop7/optimizers/bo/lamcts.py 96e41ca3a94fa402 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Self-ReSET: Learning to Self-Recover from Unsafe Reasoning Trajectories added by Syntology 2026-05 (from id) Ing1024/Self-ReSET/slime/slime/rollout/partialrollout.py 8be4620de957f255 ran no licence file found · pointer only
Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation added by Syntology 2026-04 (from id) jet-ai-projects/Lightning-OPD/slime/rollout/sglang_rollout.py a8af0b1b9142dc0a ran · metamorphic tier: deterministic Apache-2.0 (permissive)
ICONIC-444: A 3.1-Million-Image Dataset for OOD Detection Research added by Syntology 2026-01 (from id) gkrumpl/iconic-444/iconic444/pytorch_dataset.py 6dd23b5bd414fb78 unverified MIT (permissive)
Do LLMs suffer from Multi-Party Hangover? A Diagnostic Approach to Addressee Recognition and Response Selection in Conversations 27 Sep 2024 dhfbk/MPH/diagnostic_analysis/prompt_design/0-verbose/mycode/tools.py 0558d1ee9efe2a63 unverified no licence file found · pointer only
Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation 21 Apr 2022 BililiCode/ARGD/riman_distance.py 4b0418b752234950 ran MIT (permissive)
Show, Attend and Distill:Knowledge Distillation via Attention-based Feature Matching 5 Feb 2021 clovaai/attention-feature-distillation/distill/AFD.py 63ab06a9f4beab91 ran · metamorphic tier: deterministic 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