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resnet44

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

resnet44 appears in the code Syntology harvested for 19 papers, as 16 distinct code bodies found in 19 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 resnet44 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 16 distinct code bodies named resnet44; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
3ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 19 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

19 papers shown of 19, newest first; 19 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
Conformal Margin Risk Minimization: An Envelope Framework for Robust Learning under Label Noise added by Syntology 2026-04 (from id) YuanjieSh/CMRM/Multi_code_synthetic_noise/models/resnet_cifar.py 06958241b55ab4aa unverified MIT (permissive)
RoBo6: Standardized MMT Light Curve Dataset for Rocket Body Classification 30 Nov 2024 kyselica12/RoBo6_Model_Comparison/modules/resnet.py c7b0f8beba25b340 unverified no licence file found · pointer only
SAMPa: Sharpness-aware Minimization Parallelized 14 Oct 2024 LIONS-EPFL/SAMPa/model/resnet.py cd8b7f0a3a1b23f4 ran no licence file found · pointer only
Abstraction Alignment: Comparing Model-Learned and Human-Encoded Conceptual Relationships 17 Jul 2024 mitvis/abstraction-alignment/util/cifar/resnet.py cd8b7f0a3a1b23f4 ran no licence file found · pointer only
Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration 10 Jun 2024 yuanjiesh/rc3p/models/resnet_cifar.py 06958241b55ab4aa unverified MIT (permissive)
SANIA: Polyak-type Optimization Framework Leads to Scale Invariant Stochastic Algorithms 28 Dec 2023 fxrshed/sania/experiments/cifar_resnet.py 65164998e66af8ac ran no licence file found · pointer only
Why Does Little Robustness Help? A Further Step Towards Understanding Adversarial Transferability 15 Jul 2023 cgcl-codes/transferattacksurrogates/TransferAttack/models/resnet_cifar.py 7a0631b66b62efa7 ran MIT (permissive)
Adaptive Compression in Federated Learning via Side Information 22 Jun 2023 francescopase/federated-klms/flower_fl/models/resnet.py b37b467a20738989 unverified MIT (permissive)
GPT-FL: Generative Pre-trained Model-Assisted Federated Learning 3 Jun 2023 AvestimehrResearchGroup/GPT-FL/synthetic_data_generation/resnet.py 45360a9cb0aa934f unverified MIT recorded; this copy not marked cleared · pointer only
Fast Inference in Denoising Diffusion Models via MMD Finetuning 19 Jan 2023 diegovalsesia/mmd-ddm/models/resnet.py 487643556106dfaa unverified MIT (permissive)
NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration 29 Nov 2022 yungchentang/NCToolkit/neural_clamping/models/resnet_cifar10.py cd8b7f0a3a1b23f4 ran MIT (permissive)
On the Importance and Applicability of Pre-Training for Federated Learning 23 Jun 2022 andytu28/fps_pre-training/resnet_cifar.py 930fbc89011b6494 unverified BSD-3-Clause (permissive)
Benchmarking the Accuracy and Robustness of Feedback Alignment Algorithms 30 Aug 2021 jsalbert/biotorch/biotorch/models/small_resnet.py f136cbda7347a42f unverified Apache-2.0 (permissive)
Rethinking Neural Operations for Diverse Tasks 29 Mar 2021 mkhodak/relax/examples/resnet/resnet.py 595fe4a7995fd021 unverified MIT (permissive)
ReZero is All You Need: Fast Convergence at Large Depth 10 Mar 2020 fabio-deep/ReZero-ResNet/src/resnet.py 7377861df3c47980 ran · our draft was wrong MIT (permissive)
Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks 18 Sep 2019 youzhonghui/gate-decorator-pruning/models/cifar/resnet56.py 5cdc625b5824a25a unverified Apache-2.0 (permissive)
Mish: A Self Regularized Non-Monotonic Activation Function 23 Aug 2019 digantamisra98/Mish/exps/resnet.py 6d73f5ab551aef6b unverified MIT (permissive)
Learned Step Size Quantization 21 Feb 2019 zhutmost/lsq-net/model/resnet_cifar.py 1db27ae5efae49cc unverified MIT (permissive)
arXiv:aaai_16351 taoxvzi/DPFPS/models/resnet_cifar.py bb3bf65816684193 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".

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