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train_one_epoch

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

train_one_epoch appears in the code Syntology harvested for 50 papers, as 52 distinct code bodies found in 55 places (a place is one code body under one paper). At least one of them ran in 16 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 train_one_epoch 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 16 of the 52 distinct code bodies named train_one_epoch; 36 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
2ran · fixture could not drive it
11ran
36unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 17 of the 55 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

50 papers shown of 50, newest first; 55 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 11 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
Multi-Scale ViT Inference with Habitat-Fit Priors and kNN Retrieval for Multi-Species Plant Identification added by Syntology 2026-07 (from id) dsgt-arc/plantclef-2026/user/alper/src/Exp-10_ConvNext_finetuning/train_convnext.py 6a0dcf6fbecebeed unverified MIT (permissive)
Understanding the Robustness of Distributed Self-Supervised Learning Frameworks Against Non-IID Data added by Syntology 2026-07 (from id) xuanyuLawrence/FedMAR-DecMAR/engine_pretrain.py cd040a85fd95a590 unverified no licence file found · pointer only
Protein Representation Learning with Secondary-Structure and Energy-Filtered Hydrogen-Bond Graphs added by Syntology 2026-06 (from id) mohamedmohamed2021/SSProNet/run_ProNet_LBA.py 8d9988c89af51889 ran no licence file found · pointer only
Be Fair! Can Machine Learning Engineering Agents Adhere to Fairness Constraints? added by Syntology 2026-06 (from id) anna-richter/be-fair/aide/logs/14-addition_2/best_solution.py ea77f6a7f0ecdc2a ran Apache-2.0 (permissive)
Benchmarking Convolutional, Transformer, Hybrid, and Vision Language Models for Multi Disease Retinal Screening added by Syntology 2026-05 (from id) Durjoy001/Retinal-NeuralNET/misc/train_vit.py adfe9e91da21b6e1 ran MIT (permissive)
HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing added by Syntology 2026-05 (from id) 1059684669/HoloFair/classifiers/train-age.py 14ea69da141744a8 unverified Apache-2.0 (permissive)
HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing added by Syntology 2026-05 (from id) 1059684669/HoloFair/classifiers/train_gender.py d17dfc9cd07ef0b6 unverified Apache-2.0 (permissive)
HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing added by Syntology 2026-05 (from id) 1059684669/HoloFair/classifiers/train_race.py 2bffa962b6201299 unverified Apache-2.0 (permissive)
PRIME: Protein Representation via Physics-Informed Multiscale Equivariant Hierarchies added by Syntology 2026-05 (from id) HySonLab/PRIME/train_prime.py 72d1a5a69354f146 ran MIT (permissive)
What Do Vision-Language Models Encode for Personalized Image Aesthetics Assessment? added by Syntology 2026-04 (from id) ynklab/vlm-latent-piaa/ici/phase1_train_resnet.py 93fea3a2ef024e78 unverified no licence file found · pointer only
GRaM workshop at ICLR 2026 Tiny Paper Track LATENT EQUIVARIANT OPERATORS FOR ROBUST OBJECT RECOGNITION: PROMISES AND CHALLENGES added by Syntology 20 Feb 2026 BRAIN-Aalto/equivariant_operator/training/base.py 90d7d7e5feaadf88 unverified no licence file found · pointer only
AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models added by Syntology 2025-09 (from id) dlwns147/amq/amq/predictor/mlp.py 5afc3b858c2cc197 unverified Apache-2.0 (permissive)
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning added by Syntology 2025-08 (from id) WNQzhu/CARFT/code/mwp_ReFT/train_reward_model.py d3b8681876990bfa unverified no licence file found · pointer only
Robustness in Both Domains: CLIP Needs a Robust Text Encoder 3 Jun 2025 LIONS-EPFL/LEAF/src/robust_vlm/train/adversarial_training_clip.py bca77f125ea3f056 unverified no licence file found · pointer only
WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales 7 May 2025 aaronhan223/watch/src/main_mnist_cifar.py e224e4494d78ef17 unverified BSD-3-Clause (permissive)
Final-Model-Only Data Attribution with a Unifying View of Gradient-Based Methods 5 Dec 2024 IBM/fimoda/fimoda/tabular/training.py 8e71326007bbf880 unverified Apache-2.0 (permissive)
Final-Model-Only Data Attribution with a Unifying View of Gradient-Based Methods 5 Dec 2024 IBM/fimoda/fimoda/text/training_LM.py c1d765a743afa60f unverified Apache-2.0 (permissive)
Specialized Foundation Models Struggle to Beat Supervised Baselines 5 Nov 2024 ritvikgupta199/DASHA/src/main_dasha.py a98c2f3b85e8e917 ran · honoured contract MIT (permissive)
DivShift: Exploring Domain-Specific Distribution Shifts in Large-Scale, Volunteer-Collected Biodiversity Datasets 17 Oct 2024 moiexpositoalonsolab/DivShift/src/supervised_train.py cfc9059e2d6da587 ran · fixture could not drive it MIT (permissive)
Symmetry-Based Structured Matrices for Efficient Approximately Equivariant Networks 18 Sep 2024 kiryteo/gm-cnn/runner.py cb0f546b0a75c022 unverified MIT (permissive)
Isomorphic Pruning for Vision Models 5 Jul 2024 VainF/Isomorphic-Pruning/convnext_train.py 83f2bf35d7803cda unverified no licence file found · pointer only
DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark 30 May 2024 chenhaoxing/DeMamba/util.py 5a62e8d84f108691 unverified Apache-2.0 (permissive)
Decoupled Weight Decay for Any $p$ Norm 16 Apr 2024 nadav-out/padam/python/train_CIFAR10.py 6e458617fd4707aa ran no licence file found · pointer only
ReFT: Representation Finetuning for Language Models 4 Apr 2024 lqtrung1998/mwp_reft/train_reward_model.py d3b8681876990bfa unverified Apache-2.0 (permissive)
Learn "No" to Say "Yes" Better: Improving Vision-Language Models via Negations 29 Mar 2024 jaisidhsingh/con-clip/src/conclip_fine_tuning.py 0dbb42d74ffebd0b unverified licence not identified · pointer only
LaRE^2: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection 26 Mar 2024 luo3300612/lare/train_classifier_wmap.py 0648e3b3ea1471b7 ran Apache-2.0 (permissive)
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models 19 Feb 2024 chs20/robustvlm/train/adversarial_training_clip.py 1707d13b9dc6cb32 unverified MIT (permissive)
VM-UNet: Vision Mamba UNet for Medical Image Segmentation 4 Feb 2024 jcruan519/vm-unet/engine.py 4709d469c5e0a024 ran Apache-2.0 (permissive)
VM-UNet: Vision Mamba UNet for Medical Image Segmentation 4 Feb 2024 jcruan519/vm-unet/engine_synapse.py 62b66c9a1c4f5a23 ran Apache-2.0 (permissive)
VMamba: Visual State Space Model 18 Jan 2024 zs1314/skinmamba/engine.py 4709d469c5e0a024 ran Apache-2.0 (permissive)
ReFT: Reasoning with Reinforced Fine-Tuning 17 Jan 2024 lqtrung1998/mwp_ReFT/train_reward_model.py d3b8681876990bfa unverified Apache-2.0 (permissive)
emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation 23 Dec 2023 ddlBoJack/emotion2vec/iemocap_downstream/utils.py 3f0a8af8defa1699 ran no licence file found · pointer only
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation 27 Nov 2023 windygoo/promptnucseg/prompter/engine.py aacd1d8b1a114829 unverified no licence file found · pointer only
BarcodeBERT: Transformers for Biodiversity Analysis 4 Nov 2023 bioscan-ml/BarcodeBERT/barcodebert/finetuning.py 0af2290a64233a5e ran MIT (permissive)
BarcodeBERT: Transformers for Biodiversity Analysis 4 Nov 2023 bioscan-ml/barcodebert/barcodebert/pretraining.py 147fa47317265ee7 unverified MIT (permissive)
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation 17 Jul 2023 jcruan519/ege-unet/engine.py deb813c8006d655f ran Apache-2.0 (permissive)
Weakly Supervised Knowledge Transfer with Probabilistic Logical Reasoning for Object Detection 9 Mar 2023 molden/ProbKT/robust_detection/engine.py c33a0bbdb30c8123 unverified MIT (permissive)
Optimizing DDPM Sampling with Shortcut Fine-Tuning 31 Jan 2023 uw-madison-lee-lab/sft-pg/finetune.py a94b7f2182fe5c25 unverified MIT (permissive)
Joint Privacy Enhancement and Quantization in Federated Learning 23 Aug 2022 langnatalie/jopeq/utils.py 1e0ab9933d710b48 unverified MIT (permissive)
Self-Supervised Scene Flow Estimation with 4-D Automotive Radar 2 Mar 2022 toytiny/raflow/main_util.py 5d97447bed07b749 unverified MIT (permissive)
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation 21 Jan 2022 xmed-lab/epl_semidg/scgm_train.py bbfdf13bed603190 unverified no licence file found · pointer only
Multi-Domain Balanced Sampling Improves Out-of-Distribution Generalization of Chest X-ray Pathology Prediction Models 27 Dec 2021 etetteh/ood_gen-chest_xray/chest.py 9db258e142c77bbd unverified MIT (permissive)
Domain Adaptation for Simulation-Based Dark Matter Searches Using Strong Gravitational Lensing 2021-12 (from id) ml4sci/deeplense/DeepLense_Gravitational_Lensing_Mriganka_Nath/Lensing_DomainAdaptation/algorithms/ADDA.py 5e06b026a70a1f55 unverified no licence file found · pointer only
Contrastive Multimodal Fusion with TupleInfoNCE 6 Jul 2021 hoi4d/TupleInfoNCE/search_para.py dc73f8421e04655c unverified MIT (permissive)
Neighbor-Vote: Improving Monocular 3D Object Detection through Neighbor Distance Voting 6 Jul 2021 cxmomo/Neighbor-Vote/tools/train_utils/train_utils.py 0a2dfbac7583d7bc ran · honoured contract Apache-2.0 (permissive)
Does language help generalization in vision models? 16 Apr 2021 bdvllrs/generalization-vision/tasks/transfer_learning.py f67d457854b1f0dd ran · honoured contract MIT (permissive)
AST: Audio Spectrogram Transformer 5 Apr 2021 pxaris/ccml/training/utils.py 538dda2cb39fe247 unverified Apache-2.0 (permissive)
Attention-based Joint Detection of Object and Semantic Part 5 Jul 2020 kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch/references/detection/engine.py 5138bda1d3cc8d39 unverified Apache-2.0 (permissive)
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 21 Jan 2020 ptrckhmmr/learning-to-defer-with-limited-expert-predictions/Semi-Supervised/Train_FixMatch.py 0db7aa7734f05609 unverified no licence file found · pointer only
PHASEN: A Phase-and-Harmonics-Aware Speech Enhancement Network 2019-11 (from id) IMLHF/PHASEN-PyTorch/phasen_torch/_2_train.py fbf8e30ce54ce347 unverified no licence file found · pointer only
Neural SDE: Stabilizing Neural ODE Networks with Stochastic Noise 5 Jun 2019 xuanqing94/NeuralSDE/train_xde.py 527ceb9f828b115e ran · fixture could not drive it licence not identified · pointer only
Multi-talker Speech Separation with Utterance-level Permutation Invariant Training of Deep Recurrent Neural Networks 18 Mar 2017 fchest/uPIT/run_lstm.py c5b2577f92fc75b7 unverified no licence file found · pointer only
On the Potential of Simple Framewise Approaches to Piano Transcription 15 Dec 2016 rainerkelz/framewise_2016/utils.py d6c1b83d351192d4 unverified MIT (permissive)
SSD: Single Shot MultiBox Detector 8 Dec 2015 krstevskipetar/SSDLite320-MobileNetV3-object-detection/vision/references/detection/engine.py 7194cb149a093d56 unverified MIT (permissive)
arXiv:ijcai2024_0675 HongxinXiang/IEM/distillation/train_utils.py 987ebb4b147dd5d5 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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