Home › Code › sigmoid_rampup

sigmoid_rampup

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

sigmoid_rampup appears in the code Syntology harvested for 22 papers, as 5 distinct code bodies found in 22 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 3 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 sigmoid_rampup 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 3 of the 5 distinct code bodies named sigmoid_rampup; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
2unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 22 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

22 papers shown of 22, newest first; 22 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; 4 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
FedSIR: Spectral Client Identification and Relabeling for Federated Learning with Noisy Labels added by Syntology 2026-04 (from id) sinagh72/FedSIR/algorithm/strategy/fedsir.py fb0c0de74282d374 ran fingerprinted no licence file found · pointer only
OTSurv: A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport 25 Jun 2025 y-research-sbu/otsurv/src/mil_models/otsurv_component/ot_attn.py 3fb68ed6809a8085 ran · honoured contract fingerprinted no licence file found · pointer only
Typicalness-Aware Learning for Failure Detection 4 Nov 2024 liuyijungoon/tal/trainer/train_TAL.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation 8 Sep 2024 axi404/pmt/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted no licence file found · pointer only
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation 13 Apr 2024 MQinghe/MiDSS/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted Apache-2.0 (permissive)
P$^2$OT: Progressive Partial Optimal Transport for Deep Imbalanced Clustering 17 Jan 2024 rhfeiyang/ppot/losses/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted no licence file found · pointer only
Avoiding spurious correlations via logit correction 2 Dec 2022 shengliu66/lc/util.py 0b9f9ddeed312574 unverified MIT (permissive)
Learning from Label Proportions by Learning with Label Noise 4 Mar 2022 z-jianxin/llpfc/llpvatlib/train_fun.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
A Fourier-based Framework for Domain Generalization 24 May 2021 MediaBrain-SJTU/FACT/utils/tools.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Cross-Domain Adaptive Clustering for Semi-Supervised Domain Adaptation 19 Apr 2021 zwenyu/UniSSDA/algorithms/algorithms.py b41d2568444cbe7e ran · honoured contract fingerprinted no licence file found · pointer only
Semi-supervised Medical Image Segmentation through Dual-task Consistency 9 Sep 2020 HiLab-git/DTC/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Semi-Supervised Semantic Segmentation with Cross-Consistency Training 19 Mar 2020 Luoxd1996/DTC/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Triple Generative Adversarial Networks 20 Dec 2019 taufikxu/Triple-GAN/library/loss_cla.py f8f34f7f96b293a1 unverified MIT (permissive)
Rethinking deep active learning: Using unlabeled data at model training 19 Nov 2019 osimeoni/RethinkingDeepActiveLearning/lib/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation 16 Jul 2019 bx0903/pdc/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Feature Fusion for Online Mutual Knowledge Distillation 19 Apr 2019 Jangho-Kim/FFL-pytorch/utils.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Label Propagation for Deep Semi-supervised Learning 9 Apr 2019 ahmetius/LP-DeepSSL/mean_teacher/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
Knowledge Distillation by On-the-Fly Native Ensemble 12 Jun 2018 Lan1991Xu/ONE_NeurIPS2018/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
arXiv:Wang_MCF_Mutual_Correction_Framework_for_Semi-Supervised_Medical_Image_Segmentation_CVPR_2023_paper WYC-321/MCF/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
arXiv:Miao_CauSSL_Causality-inspired_Semi-supervised_Learning_for_Medical_Image_Segmentation_ICCV_2023_paper JuzhengMiao/CauSSL/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
arXiv:Chen_MagicNet_Semi-Supervised_Multi-Organ_Segmentation_via_Magic-Cube_Partition_and_Recovery_CVPR_2023_paper DeepMed-Lab-ECNU/MagicNet/code/utils/ramps.py 3fb68ed6809a8085 ran · honoured contract fingerprinted MIT (permissive)
arXiv:136640190 MengyuanChen21/ECCV2022-DELU/utils/wsad_utils.py 3fb68ed6809a8085 ran · honoured contract fingerprinted 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