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eval_acc

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

eval_acc appears in the code Syntology harvested for 15 papers, as 14 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 10 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 eval_acc 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 8 of the 14 distinct code bodies named eval_acc; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
6ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 16 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

15 papers shown of 15, newest first; 16 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
FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning added by Syntology 2026-05 (from id) Hedjrachid/FIRMA/fibfl/fibfl.py d540b19f20258e37 ran · honoured contract MIT (permissive)
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation 28 Oct 2024 Graph-COM/SubgraphRAG/reason/metrics/evaluate_results.py e8b1bf34a1cb6dc9 unverified MIT (permissive)
Generative causal testing to bridge data-driven models and scientific theories in language neuroscience 1 Oct 2024 microsoft/automated-explanations/experiments/03_finetune.py 52cd62735dc91c81 ran MIT (permissive)
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening 16 Jul 2024 megum1/unit/evaluate.py c72a4b5d656afd4d ran MIT (permissive)
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 13 Jun 2024 LUOyk1999/tunedGNN/large_graph/data_utils.py 319c36c17da75fed ran MIT (permissive)
Polynormer: Polynomial-Expressive Graph Transformer in Linear Time 2 Mar 2024 cornell-zhang/Polynormer/data_utils.py 319c36c17da75fed ran BSD-3-Clause (permissive)
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs 17 Feb 2024 minhvuong2000/llmreasoncert/evaluate_results.py 35d831fcc8aee4e2 ran no licence file found · pointer only
Rethinking and Simplifying Bootstrapped Graph Latents 5 Dec 2023 zszszs25/sgcl/bgrl/linear_eval.py 9158f47985798953 ran no licence file found · pointer only
Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach 10 Oct 2023 LFhase/GIA-HAO/attacks/metric.py 399418345f3feb4b ran MIT (permissive)
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization 24 Nov 2022 activatedgeek/tight-pac-bayes/experiments/prune_model.py cbbf30f4b3d42a8d unverified Apache-2.0 (permissive)
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization 24 Nov 2022 activatedgeek/tight-pac-bayes/experiments/train_quantize_aware.py abb4bda0a172ab1a unverified Apache-2.0 (permissive)
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge 24 Aug 2022 orienfish/scale/eval_utils.py 60bc24fbf225a7b6 unverified MIT (permissive)
Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning 8 Nov 2021 THUDM/grb/grb/evaluator/metric.py 399418345f3feb4b ran MIT (permissive)
Exploiting Verified Neural Networks via Floating Point Numerical Error 6 Mar 2020 jia-kai/realadv/CROWN/realadv/attack.py 56e37c76d1386371 unverified no licence file found · pointer only
Face Recognition: Too Bias, or Not Too Bias? 16 Feb 2020 visionjo/facerec-bias-bfw/code/facebias/utils.py 76a6b0da0557f9d4 unverified BSD-3-Clause (permissive)
SphereFace: Deep Hypersphere Embedding for Face Recognition 26 Apr 2017 clcarwin/sphereface_pytorch/lfw_eval.py c9a3a206dbb3075f ran · fixture could not drive it 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