Home › Code › train_epoch

train_epoch

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

train_epoch appears in the code Syntology harvested for 71 papers, as 82 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 29 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_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 29 of the 82 distinct code bodies named train_epoch; 53 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

8ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
4ran · fixture could not drive it
13ran
53unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 31 of the 83 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

71 papers shown of 71, newest first; 83 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 12 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
SpeechSense: A Paralinguistic-Focused Dataset for Fine-Grained Speech Sentiment Analysis added by Syntology 2026-08 (from id) Sher13cked/SpeechSense/training_scripts/Speech_Encoders/train_whisper.py 7310c07a44f8d0ab ran Apache-2.0 (permissive)
SpeechSense: A Paralinguistic-Focused Dataset for Fine-Grained Speech Sentiment Analysis added by Syntology 2026-08 (from id) Sher13cked/SpeechSense/training_scripts/Speech_Encoders/train_hubert.py af9fa9160e102b3a unverified Apache-2.0 (permissive)
TriGlue: a Biology-Inspired Generative Model for Generating Molecular Glue-Induced Ternary Complex added by Syntology 2026-07 (from id) yuliangyan0807/molecular-glue-design/flow_training.py b88de415e19b6786 unverified MIT (permissive)
Towards Diverse and Comprehensive Benchmarks for Mutual Information Estimation added by Syntology 2026-07 (from id) VanessB/mutinfo/source/python/mutinfo/misc/supervised_learning_cifar10.py ea235547604849b4 ran GPL-3.0 (copyleft) · pointer only
Fleet: Few Shots Lead Effective AI-generated Image Detection added by Syntology 2026-06 (from id) ICTMCG/Fleet/src/fleet/train/fewshot_experiment.py 6821b40928095e1a unverified Apache-2.0 (permissive)
TS-Fault: Benchmarking Time Series Forecasters Against Structural Faults added by Syntology 2026-06 (from id) Ray-zyy/TS-Fault/adapt_foundation.py 541c4518eac65bee ran no licence file found · pointer only
FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning added by Syntology 2026-05 (from id) Hedjrachid/FIRMA/fibfl/fibfl.py b8e55d6fca958fb2 unverified MIT (permissive)
PRIME: Protein Representation via Physics-Informed Multiscale Equivariant Hierarchies added by Syntology 2026-05 (from id) HySonLab/PRIME/plm_baseline.py 99ce6594cd4b4a1e ran MIT (permissive)
Information-Theoretic Requirements for Gradient-Based Task Affinity Estimation in Multi-Task Learning added by Syntology 2026-04 (from id) JasperZG/gradientmtl/experiments/deep_analysis_1_gradient_dynamics.py 1f9e668a11cdd14b unverified MIT (permissive)
VALOR: Value-Aware Revenue Uplift Modeling with Treatment-Gated Representation for B2B Sales added by Syntology 2026-04 (from id) vamshing/VALOR-2026/training/trainers.py bdbfb2db8e1a69ee unverified Apache-2.0 (permissive)
MAML-KT: Addressing Cold Start Problem in Knowledge Tracing for New Students via Few-Shot Model-Agnostic Meta Learning added by Syntology 2026-03 (from id) Indronil-Prince/MAML-KT/models/dkt.py 4fabdc6caddaf450 unverified no licence file found · pointer only
Beyond ReLU: Bifurcation, Oversmoothing, and Topological Priors added by Syntology 2026-02 (from id) maysambehmanesh/relu-bifurcation/utils.py 94c92414bc4e8e5f unverified no licence file found · pointer only
A Unified Shape-Aware Foundation Model for Time Series Classification added by Syntology 2026-01 (from id) qianlima-lab/UniShape/unishape_pretrain.py e1ef8ead68e3f350 unverified no licence file found · pointer only
arXiv:2507.00440 2025-07 (from id) causal-graph/CGR/train_epoch.py f34c34f2a55f9c06 unverified no licence file found · pointer only
Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages 14 Mar 2025 FarinaMatteo/rethinking_fewshot_vlms/fs/twostage.py 6f0b30003b7c4c5c unverified MIT (permissive)
Biologically Plausible Brain Graph Transformer 13 Feb 2025 pcyyyy/biobgt/experiments/train_ADHD.py 78972217494cde37 ran · honoured contract no licence file found · pointer only
Gradient Equilibrium in Online Learning: Theory and Applications 14 Jan 2025 aangelopoulos/gradient-equilibrium/helpsteer/train_and_generate_rewards.py ac0c5764c5f589e0 unverified MIT (permissive)
Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory Retrieval 13 Nov 2024 deep-spin/HFYN/scripts/MNIST_bags.py cbc428014e13e026 unverified MIT (permissive)
Predicting Future Actions of Reinforcement Learning Agents 29 Oct 2024 stephen-chung-mh/predict_action/thinker/detect/detect_train.py b275dd366665360d unverified MIT (permissive)
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework 14 Oct 2024 DILab-USTCSZ/CMuST/engine.py 5704fc9bd459b22f ran Apache-2.0 (permissive)
Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems 2 Oct 2024 alejandro-neuro/learning_physics_from_video/src/train.txt.py 51302b801775d0c4 ran no licence file found · pointer only
ReSi: A Comprehensive Benchmark for Representational Similarity Measures 1 Aug 2024 mklabunde/resi/graphs/gnn.py e54a5403168156e8 ran CC-BY-4.0 · pointer only
Diagnosing and Re-learning for Balanced Multimodal Learning 12 Jul 2024 gewu-lab/diagnosing_relearning_eccv2024/code/baseline.py 33731e9aed0fd4cd ran no licence file found · pointer only
Compute Better Spent: Replacing Dense Layers with Structured Matrices 10 Jun 2024 shikaiqiu/compute-better-spent/model/fns.py c5e8ad6242953e5e ran Apache-2.0 (permissive)
Aligning Large Language Models with Representation Editing: A Control Perspective 10 Jun 2024 lingkai-kong/re-control/train_value_model.py 1b355772493f759c ran · honoured contract no licence file found · pointer only
Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images -- Nevus & Melanoma 16 May 2024 cymichael/roi_detection/method_pcla_3class.py 63e568d4764f147c ran MIT (permissive)
From Pixel to Cancer: Cellular Automata in Computed Tomography 11 Mar 2024 mrgiovanni/pixel2cancer/monai_trainer.py 0c7f56ecce26a975 unverified Apache-2.0 (permissive)
Diffusion-Based Neural Network Weights Generation 28 Feb 2024 sorobedio/dnnwg/cliptrainer.py 6bb95a1a71956890 ran · our draft was wrong MIT (permissive)
Attention Meets Post-hoc Interpretability: A Mathematical Perspective 5 Feb 2024 gianluigilopardo/attention_meets_xai/multi_head_trainer.py 2d34027948842a82 ran · our draft was wrong no licence file found · pointer only
Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data 20 Dec 2023 Yiwei98/TDG/code/RM/train_func_ft5.py b1f62aa72744913a ran no licence file found · pointer only
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition 5 Dec 2023 ibm/multiple-input-multiple-output-nets/MIMOConv/src/train_superposition.py dd579f5afe72bd6a unverified Apache-2.0 (permissive)
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination 6 Nov 2023 heimine/pnc_dln/train_cifar.py 1a72c6410c881f70 ran no licence file found · pointer only
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination 6 Nov 2023 heimine/pnc_dln/linear_probe.py d758004d188d7ecf unverified no licence file found · pointer only
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination 6 Nov 2023 heimine/pnc_dln/post_processing.py 15bf27bcb1e61f56 unverified no licence file found · pointer only
FactoFormer: Factorized Hyperspectral Transformers with Self-Supervised Pretraining 18 Sep 2023 csiro-robotics/factoformer/utils/train_utils.py 80427e46046049d9 ran licence not identified · pointer only
Enhancing multimodal cooperation via sample-level modality valuation 12 Sep 2023 gewu-lab/valuate-and-enhance-multimodal-cooperation/code/baseline.py 6ce6bace34c3eb03 ran · honoured contract no licence file found · pointer only
Enhancing multimodal cooperation via sample-level modality valuation 12 Sep 2023 gewu-lab/valuate-and-enhance-multimodal-cooperation/code/sample_level.py 5ef8d08a776922c1 ran · honoured contract no licence file found · pointer only
FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods 15 Jun 2023 ahxt/fair_fairness_benchmark/src/ffb_tabular_adv_gr.py e44410ab58a2a6a1 unverified MIT (permissive)
FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods 15 Jun 2023 ahxt/fair_fairness_benchmark/src/ffb_tabular_diffdp.py 7403ecdd83befa98 unverified MIT (permissive)
Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series 14 Jun 2023 imjiawen/warpformer/Main_warp.py e76653522ea4067f unverified MIT (permissive)
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs 1 May 2023 wanghh7/evolunet/evolunet.py 3bdc3e19017c4172 unverified no licence file found · pointer only
Uncertainty-Aware Natural Language Inference with Stochastic Weight Averaging 10 Apr 2023 helsinki-nlp/uncertainty-aware-nli/swag_utils.py 1f5fe87bf24652cb unverified MIT (permissive)
Visually-Prompted Language Model for Fine-Grained Scene Graph Generation in an Open World 23 Mar 2023 Yuqifan1117/CaCao/cross_modal_tuning.py 1e39491e37151832 unverified no licence file found · pointer only
VASR: Visual Analogies of Situation Recognition 8 Dec 2022 vasr-dataset/vasr/experiments/run_trainable.py f93a5d6a3488c688 unverified MIT (permissive)
Let Offline RL Flow: Training Conservative Agents in the Latent Space of Normalizing Flows 20 Nov 2022 tinkoff-ai/cnf/cnf/train_flow.py 1310d5462c8d6dba unverified Apache-2.0 (permissive)
Unsupervised Object Representation Learning using Translation and Rotation Group Equivariant VAE 24 Oct 2022 smlc-nysbc/target-vae/train_dsprites.py fef77345332c002c unverified MIT (permissive)
Unsupervised Object Representation Learning using Translation and Rotation Group Equivariant VAE 24 Oct 2022 smlc-nysbc/target-vae/train_galaxy.py d4b03d98b21b85d0 unverified MIT (permissive)
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care 16 Sep 2022 yhzhu99/covid-ehr-benchmarks/app/apis/dl_los_pipeline.py e3ce9bc01495f660 unverified GPL-2.0 (copyleft) · pointer only
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation 11 Jul 2022 harisankar95/AdvStyle/src/advstyle.py c9f4c1d4e048b6b9 unverified MIT (permissive)
Relevance-based Margin for Contrastively-trained Video Retrieval Models 27 Apr 2022 aranciokov/relevancemargin-icmr22/src/train/train_mmen_tripletRelBased.py 3ae2bb378626017d unverified MIT (permissive)
Contrastive Test-Time Adaptation 21 Apr 2022 DianCh/AdaContrast/target.py ee293b943ff80976 unverified no licence file found · pointer only
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment 19 Apr 2022 iigroup/maniqa/train_maniqa.py b11dc021b3369595 ran · fixture could not drive it Apache-2.0 (permissive)
SPAct: Self-supervised Privacy Preservation for Action Recognition 29 Mar 2022 daveishan/spact/anonymization_training/train_ssl_minimax2.py 798a304b6e29c3d1 unverified MIT (permissive)
Flexible risk design using bi-directional dispersion 28 Mar 2022 feedbackward/bdd/bdd/setup_train.py a1f40e7b727595d8 unverified MIT (permissive)
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation 24 Feb 2022 takhemlata/ssl_anti-spoofing/main_SSL_LA.py e920304a7ee16ba1 unverified MIT (permissive)
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution 21 Feb 2022 hsh1108/daft/lp_sgd.py 5ceddfee16e557e7 ran · fixture could not drive it MIT (permissive)
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution 21 Feb 2022 skhnha/daft/ft_sgd.py df6396fcc8d20e79 unverified MIT (permissive)
Sparsity Winning Twice: Better Robust Generalization from More Efficient Training 20 Feb 2022 vita-group/sparsity-win-robust-generalization/Robust-Bird/utils/function.py a580b4aa6013d66c unverified MIT (permissive)
Structure-Aware Transformer for Graph Representation Learning 7 Feb 2022 borgwardtlab/sat/experiments/train_zinc.py ab698930f5477224 ran · honoured contract BSD-3-Clause (permissive)
Safe Control with Neural Network Dynamic Models 3 Oct 2021 intelligent-control-lab/nndm-safe-control/src/train_nn_dynamics.py 0771839cad77758c ran · honoured contract no licence file found · pointer only
Classifying Anomalies THrough Outer Density Estimation (CATHODE) 2021-09 (from id) uhh-pd-ml/sk_cathode/sk_cathode/generative_models/conditional_flow_matching.py 37aba3a4ae5719b2 unverified MIT (permissive)
Classifying Anomalies THrough Outer Density Estimation (CATHODE) 2021-09 (from id) uhh-pd-ml/sk_cathode/sk_cathode/generative_models/conditional_normalizing_flow_nflows.py fd1f2958063d7cda unverified MIT (permissive)
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows 1 Jul 2021 microsoft/CSWin-Transformer/finetune.py e3b8df6691b9c559 unverified MIT (permissive)
Experimental design for MRI by greedy policy search 30 Oct 2020 Timsey/pg_mri/src/train_reconstruction.py 99ec6e3ba8fb96b6 unverified MIT (permissive)
Complete parameter inference for GW150914 using deep learning 7 Aug 2020 stephengreen/lfi-gw/lfigw/a_flows.py e925527b6c4b3dab unverified MIT (permissive)
Complete parameter inference for GW150914 using deep learning 7 Aug 2020 stephengreen/lfi-gw/lfigw/cvae.py 537ed58346c9de1f unverified MIT (permissive)
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning 6 Jul 2020 anonymous47823493/EagleEye/finetune.py 06b960cab0d3acdc ran · honoured contract no licence file found · pointer only
Visual Transformers: Token-based Image Representation and Processing for Computer Vision 5 Jun 2020 aws-samples/amazon-sagemaker-visual-transformer/image-classification/code/vt-resnet-34.py dd70f0566a32d565 unverified MIT-0 (permissive)
Towards Physics-informed Deep Learning for Turbulent Flow Prediction 20 Nov 2019 Rose-STL-Lab/Turbulent-Flow-Net/utils/train_utils.py ae6be1520090c7b6 ran · honoured contract no licence file found · pointer only
Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison 24 Oct 2019 matyasbohacek/spoter/spoter/utils.py d97b8fcab65ca4a7 unverified Apache-2.0 (permissive)
Explicitly disentangling image content from translation and rotation with spatial-VAE 25 Sep 2019 tbepler/spatial-VAE/train_mnist.py 4163fc15b9f97382 unverified MIT (permissive)
Explicitly disentangling image content from translation and rotation with spatial-VAE 25 Sep 2019 tbepler/spatial-VAE/train_particles.py f5c9a9369be53282 unverified MIT (permissive)
Explicitly disentangling image content from translation and rotation with spatial-VAE 25 Sep 2019 tbepler/spatial-VAE/train_galaxy.py 25a29aa7fdbe9085 unverified MIT (permissive)
Learning Embeddings into Entropic Wasserstein Spaces 8 May 2019 ridouaneg/Sinkhorn-Embeddings-MNIST/utils.py 050bcd0521d1e441 unverified MIT (permissive)
Towards Efficient Model Compression via Learned Global Ranking 28 Apr 2019 cmu-enyac/LeGR/utils/drivers.py 9f133990fe32defc unverified Apache-2.0 (permissive)
Deterministic Variational Inference for Robust Bayesian Neural Networks 9 Oct 2018 omwright/cov-prop-nn/run_dvi.py d1a76c1ba3b77dec unverified MIT (permissive)
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels 18 Apr 2018 viethungluu/co-teaching/trainer.py cb81e4c7990c2a14 ran · fixture could not drive it no licence file found · pointer only
Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models 12 Dec 2017 MatveyMor/substitute_boundary_attack/attacks/boundary_attack.py bd789455b0e05d14 ran · our draft was wrong no licence file found · pointer only
In Defense of the Triplet Loss for Person Re-Identification 22 Mar 2017 adambielski/siamese-triplet/trainer.py 8e1349744be50b82 ran · our draft was wrong BSD-3-Clause (permissive)
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient 18 Sep 2016 medtray/SeqGAN-vs-MLE-vs-PG-BLEU-vs-ScheduleSampling/seq_gan_different_disc.py 65a0b336d24a2e2a unverified no licence file found · pointer only
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient 18 Sep 2016 medtray/SeqGAN-vs-MLE-vs-PG-BLEU-vs-ScheduleSampling/seq_gan_real_data.py ee1e503421fb53db unverified no licence file found · pointer only
SSD: Single Shot MultiBox Detector 8 Dec 2015 krstevskipetar/SSDLite320-MobileNetV3-object-detection/vision/references/detection/engine.py 81a77c3f5ced0d1b ran · fixture could not drive it MIT (permissive)
Deep metric learning using Triplet network 20 Dec 2014 identical code first harvested elsewhere 8e1349744be50b82 ran · our draft was wrong licence of this copy not recorded

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