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CIFAR10

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

CIFAR10 appears in the code Syntology harvested for 9 papers, as 7 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 0 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 CIFAR10 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 0 of the 7 distinct code bodies named CIFAR10; 7 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
0ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 9 places is 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 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
Stable Coresets via Posterior Sampling: Aligning Induced and Full Loss Landscapes added by Syntology 2025-11 (from id) PatrickZH/DeepCore/deepcore/datasets/cifar10.py 75af3219fc982938 unverified MIT (permissive)
Foundation Model Insights and a Multi-Model Approach for Superior Fine-Grained One-shot Subset Selection 17 Jun 2025 ZhijingWan/RAM-APL/deepcore/datasets/cifar10.py 75af3219fc982938 unverified MIT (permissive)
Structured Cooperative Learning with Graphical Model Priors 16 Jun 2023 shuangtongli/scool/SCooL_SBM.py 5ee024da6c8949f5 unverified GPL-3.0 (copyleft) · pointer only
Efficient and Robust Quantization-aware Training via Adaptive Coreset Selection 12 Jun 2023 huangowen/qat-acs/deepcore/datasets/cifar10.py 75af3219fc982938 unverified MIT (permissive)
Post-hoc Uncertainty Learning using a Dirichlet Meta-Model 14 Dec 2022 maohaos2/PosthocUQ/dataloaders.py f26da832e81bbb10 unverified MIT (permissive)
Minimizing Control for Credit Assignment with Strong Feedback 14 Apr 2022 pennfranc/bio-inspired-continual-learning/Continual-Learning-Benchmark/clb_dataloaders/base.py af0506c68398edcc unverified Apache-2.0 (permissive)
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix 7 Oct 2020 tldoan/PCA-OGD/dataloaders/base.py b5b0b299677171a5 unverified MIT (permissive)
Similarity of Neural Networks with Gradients 25 Mar 2020 marcozullich/pruned_layer_similarity/layer_sim/datasets.py c4a027ab6113a900 unverified MIT (permissive)
Multi-class Classification without Multi-class Labels 2 Jan 2019 GT-RIPL/L2C/dataloaders/default.py 04e2b1373940491b unverified MIT (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