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get_lr

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

get_lr appears in the code Syntology harvested for 91 papers, as 50 distinct code bodies found in 94 places (a place is one code body under one paper). At least one of them ran in 58 of the papers; 13 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 get_lr 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 21 of the 50 distinct code bodies named get_lr; 29 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

14ran · honoured contract
2ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
5ran
29unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 39 of the 94 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

91 papers shown of 91, newest first; 94 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 4 papers added by Syntology; 3 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
Precision Recall Controllable Radiology Report Generation via Hybrid Natural Language and Clinical Reward Learning added by Syntology 2026-06 (from id) 98lingchen/MICCAI2026/modules/optimizers.py dbc167454f546647 ran no licence file found · pointer only
The Newton-Muon Optimizer added by Syntology 2026-04 (from id) KellerJordan/modded-nanogpt/records/track_1_short/2024-10-09_SOAP/train_gpt2.py 16290ad6274808ff unverified MIT (permissive)
Deep probabilistic model synthesis enables unified modeling of whole-brain neural activity across individual subjects added by Syntology 2026-03 (from id) neuro-will/probabilistic_model_synthesis/probabilistic_model_synthesis/utilities.py f179a4d97a2bf69b unverified MIT (permissive)
Adam Improves Muon Adam Improves Muon: Adaptive Moment Estimation with Orthogonalized Momentum added by Syntology 2026-02 (from id) minxin-zhg/namo/src/nanogpt/train_save.py 082b9b518e204fc8 unverified MIT (permissive)
Your contrastive learning problem is secretly a distribution alignment problem 27 Feb 2025 identical code first harvested elsewhere 190117b425ab9fe1 ran · violated contract fingerprinted licence of this copy not recorded
Your contrastive learning problem is secretly a distribution alignment problem 27 Feb 2025 nerdslab/gca/linear_evaluation.py 75b6117aca441ad6 ran · violated contract fingerprinted MIT (permissive)
EdiText: Controllable Coarse-to-Fine Text Editing with Diffusion Language Models 27 Feb 2025 zacharyhorvitz/ParaGuide/inference/diffusion_utils.py 7ba6cd28cab4cdbd ran no licence file found · pointer only
SASSHA: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation 25 Feb 2025 log-postech/sassha/pretraining/train_sassha.py ef298ecd9f6a7cc0 ran · honoured contract fingerprinted no licence file found · pointer only
MARS: Unleashing the Power of Variance Reduction for Training Large Models 15 Nov 2024 AGI-Arena/MARS/MARS/train_mars.py d9145ea1a06f6d52 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Understanding the Role of Equivariance in Self-supervised Learning 10 Nov 2024 kaotty/Understanding-ESSL/ESSL/equivariant_tasks.py 190117b425ab9fe1 ran · violated contract fingerprinted no licence file found · pointer only
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation Capabilities 18 Oct 2024 haoosz/BiGR/train_ddp.py 8909297ddc746f30 unverified MIT (permissive)
TopoLM: brain-like spatio-functional organization in a topographic language model 15 Oct 2024 epflneuroailab/topolm/models/finetune_glue.py bdf4c696b10f184e unverified no licence file found · pointer only
Multimodal contrastive learning for spatial gene expression prediction using histology images 11 Jul 2024 shizhiceng/mclstexp/utils.py 7337f1f5ff01dcd0 ran · honoured contract no licence file found · pointer only
Explorative Imitation Learning: A Path Signature Approach for Continuous Environments 5 Jul 2024 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
Efficient Evolutionary Search Over Chemical Space with Large Language Models 23 Jun 2024 zoom-wang112358/MOLLEO/multi_objective/main/molleo_multi/mol_lm.py ea6c82ed6a138df9 ran · honoured contract fingerprinted MIT (permissive)
arXiv:2406.01130 2024-06 (from id) skezle/sava/models/resnet.py 7337f1f5ff01dcd0 ran · honoured contract no licence file found · pointer only
Improving Generalization and Convergence by Enhancing Implicit Regularization 31 May 2024 wmz9/ire-algorithm-framework/NLP/LLM/train_admire_wiki103_Llama.py 5ae6fc518f0d2f24 ran · honoured contract fingerprinted no licence file found · pointer only
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape 24 Apr 2024 secml-lab-vt/EvolvingThreat-DeepfakeImageDetect/adversarialattack/stylegan2-pytorch/adversarialattack_clipresnet.py ea6c82ed6a138df9 ran · honoured contract fingerprinted no licence file found · pointer only
Inheritune: Training Smaller Yet More Attentive Language Models 12 Apr 2024 sanyalsunny111/llm-inheritune/GPT2-experiments/train_iniheritune.py 8e603e20b649d63d ran · honoured contract fingerprinted no licence file found · pointer only
HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption 21 Mar 2024 cryptolabinc/hetal/src/hetal/hyperparams.py 537e0e24280ac134 unverified licence not identified · pointer only
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency 15 Mar 2024 optml-group/backdoormspc/trainnew.py 17b9cca691520338 ran · honoured contract fingerprinted no licence file found · pointer only
The pitfalls of next-token prediction 11 Mar 2024 gregorbachmann/next-token-failures/utils/training_utils.py 1b9a2fc53c54c9be ran no licence file found · pointer only
Diffusion-Based Neural Network Weights Generation 28 Feb 2024 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
Why Transformers Need Adam: A Hessian Perspective 26 Feb 2024 zyushun/hessian-spectrum/language_models/train_gpt2.py aaad22245780ab53 ran fingerprinted no licence file found · pointer only
Quantifying and Enhancing Multi-modal Robustness with Modality Preference 9 Feb 2024 GeWu-Lab/Certifiable-Robust-Multi-modal-Training/utils.py a11eecab8e7e04af ran no licence file found · pointer only
De novo Drug Design using Reinforcement Learning with Multiple GPT Agents 21 Dec 2023 HXYfighter/MolRL-MGPT/codes/pretrain.py 96801921120b1228 unverified no licence file found · pointer only
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model 10 Dec 2023 sjtuplayer/anomalydiffusion/test-classification.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Simplifying Neural Network Training Under Class Imbalance 5 Dec 2023 identical code first harvested elsewhere 190117b425ab9fe1 ran · violated contract fingerprinted licence of this copy not recorded
IPMix: Label-Preserving Data Augmentation Method for Training Robust Classifiers 7 Oct 2023 identical code first harvested elsewhere 190117b425ab9fe1 ran · violated contract fingerprinted licence of this copy not recorded
NusaWrites: Constructing High-Quality Corpora for Underrepresented and Extremely Low-Resource Languages 19 Sep 2023 indonlp/nusa-writes/main_generation.py e9c7d263fd12f86d ran · honoured contract Apache-2.0 (permissive)
Effective Prompt Extraction from Language Models 13 Jul 2023 y0mingzhang/prompt-extraction/src/finetune-similarity-predictor.py c6f7efd724869cc1 ran · honoured contract fingerprinted MIT (permissive)
Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning 22 Jun 2023 thuml/SPOT/utils.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 6 Jun 2023 tmlr-group/unleashing-mask/utils/net_utils.py 717f5458343a0b63 unverified MIT (permissive)
Spatially Resolved Gene Expression Prediction from H&E Histology Images via Bi-modal Contrastive Learning 2 Jun 2023 bowang-lab/bleep/utils.py 7337f1f5ff01dcd0 ran · honoured contract Apache-2.0 (permissive)
Training on Thin Air: Improve Image Classification with Generated Data 24 May 2023 yongchao97/diffusion_inversion/src/train_net.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training 23 May 2023 Liuhong99/Sophia/train_sophiag.py a273291a5ece194d ran · honoured contract fingerprinted MIT (permissive)
Deep Regression Unlearning 15 Oct 2022 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
IFRNet: Intermediate Feature Refine Network for Efficient Frame Interpolation 29 May 2022 ltkong218/IFRNet/train_gopro.py aaa35a6320121aa6 unverified MIT (permissive)
TransEditor: Transformer-Based Dual-Space GAN for Highly Controllable Facial Editing 31 Mar 2022 billyxyb/transeditor/projector_optimization.py ea6c82ed6a138df9 ran · honoured contract fingerprinted MIT (permissive)
Flowformer: Linearizing Transformers with Conservation Flows 13 Feb 2022 thuml/Flowformer/Flowformer_RL/utils.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Robust Binary Models by Pruning Randomly-initialized Networks 3 Feb 2022 IVRL/RobustBinarySubNet/code/arch/net_utils.py 717f5458343a0b63 unverified MIT (permissive)
Max-Margin Contrastive Learning 21 Dec 2021 anshulbshah/MMCL/CIFAR100/linear.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures 9 Dec 2021 identical code first harvested elsewhere 190117b425ab9fe1 ran · violated contract fingerprinted licence of this copy not recorded
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures 9 Dec 2021 joe1chief/windownormalizaion/cifar.py 479f80cec85ca5af unverified MIT (permissive)
Video Frame Interpolation without Temporal Priors 2 Dec 2021 yjzhang96/UTI-VFI/train_deblur.py 7337f1f5ff01dcd0 ran · honoured contract no licence file found · pointer only
Hidden-Fold Networks: Random Recurrent Residuals Using Sparse Supermasks 24 Nov 2021 Lopez-Angel/hidden-fold-networks/utils/net_utils.py 717f5458343a0b63 unverified Apache-2.0 (permissive)
Sharpness-aware Quantization for Deep Neural Networks 24 Nov 2021 zhuang-group/saq/core/engine.py 601ccb52d01d6f2c unverified Apache-2.0 (permissive)
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks 26 Oct 2021 RICE-EIC/Robust-Scratch-Ticket/utils/net_utils.py 717f5458343a0b63 unverified MIT (permissive)
Image-Based CLIP-Guided Essence Transfer 24 Oct 2021 hila-chefer/targetclip/optimization.py 9ef8957c513ffb18 ran · honoured contract fingerprinted no licence file found · pointer only
SOFT: Softmax-free Transformer with Linear Complexity 22 Oct 2021 fudan-zvg/SOFT_MindSpore_Ascend/src/lr_generator.py d2729f1965abbac9 unverified MIT (permissive)
Scale Efficiently: Insights from Pre-training and Fine-tuning Transformers 22 Sep 2021 gsarti/it5/finetuning/vars.py c4f59346ce8a05d9 unverified Apache-2.0 (permissive)
Balanced-MixUp for Highly Imbalanced Medical Image Classification 20 Sep 2021 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
Language Models are Few-shot Multilingual Learners 16 Sep 2021 gentaiscool/few-shot-lm/evaluate.py e9c7d263fd12f86d ran · honoured contract Apache-2.0 (permissive)
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection 17 Aug 2021 vitjanz/draem/train_DRAEM.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Alias-Free Generative Adversarial Networks 23 Jun 2021 identical code first harvested elsewhere ea6c82ed6a138df9 ran · honoured contract fingerprinted licence of this copy not recorded
Direction is what you need: Improving Word Embedding Compression in Large Language Models 15 Jun 2021 MohammadrezaBanaei/orientation_based_embedding_compression/ae_train.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Transforming the Latent Space of StyleGAN for Real Face Editing 29 May 2021 AnonSubm2021/TransStyleGAN/projector.py ea6c82ed6a138df9 ran · honoured contract fingerprinted Apache-2.0 (permissive)
SWAGAN: A Style-based Wavelet-driven Generative Model 11 Feb 2021 identical code first harvested elsewhere ea6c82ed6a138df9 ran · honoured contract fingerprinted licence of this copy not recorded
The Geometry of Deep Generative Image Models and its Applications 15 Jan 2021 identical code first harvested elsewhere ea6c82ed6a138df9 ran · honoured contract fingerprinted licence of this copy not recorded
Populating 3D Scenes by Learning Human-Scene Interaction 21 Dec 2020 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
IndoNLU: Benchmark and Resources for Evaluating Indonesian Natural Language Understanding 11 Sep 2020 indobenchmark/indonlu/predict.py e9c7d263fd12f86d ran · honoured contract Apache-2.0 (permissive)
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture 8 Jul 2020 HansBambel/SmaAt-UNet/train_SmaAtUNet.py 7337f1f5ff01dcd0 ran · honoured contract no licence file found · pointer only
Rethinking Clustering for Robustness 13 Jun 2020 clustr-official-account/ClusTR-Clustering-Training-For-Robustness/utils/logging.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Language Models are Few-Shot Learners 28 May 2020 ramanakshay/nanogpt/src/algorithm/optimizer.py b1e0531f8c17d5d6 unverified MIT (permissive)
ProSelfLC: Progressive Self Label Correction for Training Robust Deep Neural Networks 7 May 2020 kiyoon/pyvideoai/pyvideoai/train_and_eval.py 532347378db99392 unverified MIT (permissive)
Designing Network Design Spaces 30 Mar 2020 wilile26811249/RegNet/utils.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference 24 Feb 2020 gorakraj/earlyexit_onnx/Networks/8. L2Stop/l2stop-master/sdn_stop/architectures/SDNs/ResNet_SDN.py 1aca7be4e59a01a0 ran · honoured contract no licence file found · pointer only
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 p3i0t/SimCLR-CIFAR10/simclr.py 190117b425ab9fe1 ran · violated contract fingerprinted no licence file found · pointer only
Analyzing and Improving the Image Quality of StyleGAN 3 Dec 2019 mbbrodie/stylegan2/projector.py ea6c82ed6a138df9 ran · honoured contract fingerprinted MIT (permissive)
Generating 3D People in Scenes without People 5 Dec 2019 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
What's Hidden in a Randomly Weighted Neural Network? 29 Nov 2019 allenai/hidden-networks/utils/net_utils.py 717f5458343a0b63 unverified Apache-2.0 (permissive)
GhostNet: More Features from Cheap Operations 27 Nov 2019 0jason000/S-GhostNet/src/utils.py 9dfb4495e7fb2efb unverified Apache-2.0 (permissive)
GhostNet: More Features from Cheap Operations 27 Nov 2019 yangyucheng000/ghostnet/src/lr_generator.py 78ea6999b2c97419 unverified Apache-2.0 (permissive)
SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum 1 Oct 2019 shuhuayu/dist-sign-momentum/nanoGPT/train_ddp.py bdf4c696b10f184e unverified Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 JoegameZhou/efficientnet-b0/src/lr_generator.py ccb82a7bb4dc4e76 unverified Apache-2.0 (permissive)
Sparse Transfer Learning via Winning Lottery Tickets 19 May 2019 rahulsmehta/sparsity-experiments/experiments/lt-iterative-cifar-resnet18.py 2254ab9d7a4913ee ran · honoured contract fingerprinted no licence file found · pointer only
S4L: Self-Supervised Semi-Supervised Learning 9 May 2019 google-research/s4l/trainer.py 314010398689c491 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Searching for MobileNetV3 6 May 2019 atregret/mobilenetv3/src/lr_generator.py bcab367eb4c6388e unverified MIT (permissive)
FCOS: Fully Convolutional One-Stage Object Detection 2 Apr 2019 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
Revisiting Self-Supervised Visual Representation Learning 25 Jan 2019 rickyHong/Puzzle-tensorflow-latest-repl/trainer.py baf26176db8e0350 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
SuperNNova: an open-source framework for Bayesian, Neural Network based supernova classification 2019-01 (from id) supernnova/SuperNNova/python/supernnova/training/train_rnn.py 377ca96d9a3cdd26 unverified MIT (permissive)
Graph-Based Global Reasoning Networks 30 Nov 2018 yangyucheng000/glore_res200/src/lr_generator.py ccb82a7bb4dc4e76 unverified Apache-2.0 (permissive)
CBAM: Convolutional Block Attention Module 17 Jul 2018 LKLQQ/CBAM/src/get_lr.py 88b73ea143b80bda unverified Apache-2.0 (permissive)
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation 8 Jun 2018 f90/Wave-U-Net-Pytorch/utils.py b293995d32808cdd unverified MIT (permissive)
Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky Noisy-or Network 22 Nov 2017 lfz/DSB2017/training/classifier/trainval_classifier.py 2e05b376cfc8bf47 ran · honoured contract MIT (permissive)
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation 20 Nov 2016 alililia/ascend_RefineNet/src/learning_rates.py ca5006a85f504b0d unverified Apache-2.0 (permissive)
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 2 Jun 2016 eceo-epfl/scaleprotoseg/segmentation/em/module_em.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
Backprop KF: Learning Discriminative Deterministic State Estimators 23 May 2016 identical code first harvested elsewhere 7337f1f5ff01dcd0 ran · honoured contract licence of this copy not recorded
Wide Residual Networks 23 May 2016 alililia/wideresnet_Ascend/src/generator_lr.py 944d7754b35182e3 unverified Apache-2.0 (permissive)
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin 8 Dec 2015 freshtan/deepspeech2/src/lr_generator.py 2adf2c08a0fbed04 unverified Apache-2.0 (permissive)
Rethinking the Inception Architecture for Computer Vision 2 Dec 2015 LKLQQ/Inception-v2/src/lr_generator.py 36cd7310bc74d09d unverified Apache-2.0 (permissive)
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift 11 Feb 2015 yangyucheng000/ssd_inception_v2/src/lr_schedule.py 1bab04258df1af4e unverified Apache-2.0 (permissive)
arXiv:Zavrtanik_DRAEM_-_A_Discriminatively_Trained_Reconstruction_Embedding_for_Surface_Anomaly_ICCV_2021_paper VitjanZ/DRAEM/train_DRAEM.py 7337f1f5ff01dcd0 ran · honoured contract MIT (permissive)
arXiv:2021.acl-long.459 cuhksz-nlp/R2GenCMN/modules/optimizers.py dbc167454f546647 ran 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".

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