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to_var

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

to_var appears in the code Syntology harvested for 51 papers, as 28 distinct code bodies found in 53 places (a place is one code body under one paper). At least one of them ran in 40 of the papers; 11 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 to_var 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 18 of the 28 distinct code bodies named to_var; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
0ran · violated contract
8ran · our draft was wrong
2ran · fixture could not drive it
4ran
10unverified
11fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 53 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

51 papers shown of 51, newest first; 53 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 3 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
Balancing Knowledge Distillation for Imbalance Learning with Bilevel Optimization added by Syntology 2026-05 (from id) phan-tho/Bilevel-balancing-kd/model/metaresnet.py abf8510196c87f79 ran no licence file found · pointer only
Efficient Bilevel Optimization with KFAC-Based Hypergradients added by Syntology 2026-03 (from id) xjtushujun/Meta-weight-net_class-imbalance/resnet.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
Standard Acquisition Is Sufficient for Asynchronous Bayesian Optimization added by Syntology 2026-03 (from id) yucenli/bnn-bo/test_functions/meta_module.py 2cddc9768ef9402a ran · our draft was wrong fingerprinted no licence file found · pointer only
PEARL: Towards Permutation-Resilient LLMs 20 Feb 2025 chanliang/pearl/my_sinkhorn_ops.py d35744eb1d104e9b ran · honoured contract fingerprinted no licence file found · pointer only
Distribution-Aware Robust Learning from Long-Tailed Data with Noisy Labels 23 Jul 2024 JaesoonBaik1213/DaSC/models/resnet.py 0d26b5abf61353f9 ran fingerprinted MIT (permissive)
Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection 18 Mar 2024 hlr7999/rlr/utils/utils.py 502c50812b7f31ab ran · our draft was wrong fingerprinted no licence file found · pointer only
Frequency Spectrum is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector 18 Dec 2023 dm4m/fsru/main_kfold.py ef5257bde0e1bb37 ran no licence file found · pointer only
On the Initialization of Graph Neural Networks 5 Dec 2023 lspongebobjh/virgo_icml2023/utils_pyg.py de3d41d5550e1e6e ran · honoured contract no licence file found · pointer only
MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection 5 Dec 2023 gunny97/MEMTO/utils/utils.py 502c50812b7f31ab ran · our draft was wrong fingerprinted no licence file found · pointer only
MeaeQ: Mount Model Extraction Attacks with Efficient Queries 21 Oct 2023 C-W-D/MeaeQ/utils/tools.py 8ea2da1113eabed8 ran fingerprinted Apache-2.0 (permissive)
Focus the Discrepancy: Intra- and Inter-Correlation Learning for Image Anomaly Detection 6 Aug 2023 xcyao00/fod/utils/utils.py 502c50812b7f31ab ran · our draft was wrong fingerprinted MIT (permissive)
TrojText: Test-time Invisible Textual Trojan Insertion 3 Mar 2023 ucf-ml-research/trojtext/poison_rli_agr_twp.py a56c253f53bf5251 ran · our draft was wrong fingerprinted no licence file found · pointer only
TrojViT: Trojan Insertion in Vision Transformers 27 Aug 2022 mxzheng/trojvit/adversarialbox/utils.py 835fbd23106cc219 unverified MIT (permissive)
CMW-Net: Learning a Class-Aware Sample Weighting Mapping for Robust Deep Learning 11 Feb 2022 xjtushujun/cmw-net/section4/Class_Imbalance/LT1.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Improving VAE based molecular representations for compound property prediction 13 Jan 2022 znavoyan/vae-embeddings/pvae/model_property2.py 2c9ee1610b7b5f61 unverified Apache-2.0 (permissive)
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy 6 Oct 2021 thuml/Anomaly-Transformer/utils/utils.py 502c50812b7f31ab ran · our draft was wrong fingerprinted MIT (permissive)
Adaptive Transfer Learning on Graph Neural Networks 19 Jul 2021 Sean-Huang65/AUX-TS/example_OAG/GPT_GNN/model_meta.py e2304f7ce902e9bd unverified MIT (permissive)
AutoDebias: Learning to Debias for Recommendation 10 May 2021 DongHande/AutoDebias/model.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
Hidden Backdoors in Human-Centric Language Models 1 May 2021 identical code first harvested elsewhere bbebd95a156061b0 ran · fixture could not drive it licence of this copy not recorded
Faster Meta Update Strategy for Noise-Robust Deep Learning 30 Apr 2021 identical code first harvested elsewhere a2f6a25906e664c5 ran · our draft was wrong fingerprinted licence of this copy not recorded
Do We Really Need Gold Samples for Sample Weighting Under Label Noise? 19 Apr 2021 arghosh/RobustMW-Net/trainer.py 21adbeb5db124ddb ran · our draft was wrong fingerprinted MIT (permissive)
Adapting a Language Model for Controlled Affective Text Generation 8 Nov 2020 ishikasingh/Affective-text-gen/model.py 2eb16519f0c84044 unverified no licence file found · pointer only
Substance over Style: Document-Level Targeted Content Transfer 16 Oct 2020 uber-research/PPLM/paper_code/pplm.py 8857afb4339bfbee ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning 12 Oct 2020 identical code first harvested elsewhere bbebd95a156061b0 ran · fixture could not drive it licence of this copy not recorded
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models 24 Sep 2020 allenai/real-toxicity-prompts/generation/pplm_generation.py bbebd95a156061b0 ran · fixture could not drive it Apache-2.0 (permissive)
Semi-Supervised Data Programming with Subset Selection 22 Aug 2020 ayushbits/Semi-Supervised-LFs-Subset-Selection/model.py 2cddc9768ef9402a ran · our draft was wrong fingerprinted no licence file found · pointer only
Learning to Purify Noisy Labels via Meta Soft Label Corrector 3 Aug 2020 WuYichen-97/Learning-to-Purify-Noisy-Labels-via-Meta-Soft-Label-Corrector/resnet.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
DVI: Depth Guided Video Inpainting for Autonomous Driving 17 Jul 2020 ApolloScapeAuto/dataset-api/stereo/finetune.py ec6d05f0901dc0b8 unverified Apache-2.0 (permissive)
Learning to Generate Noise for Multi-Attack Robustness 22 Jun 2020 divyam3897/MNG_AC/layers.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
Self-PU: Self Boosted and Calibrated Positive-Unlabeled Training 22 Jun 2020 TAMU-VITA/Self-PU/meta_models.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
Control, Generate, Augment: A Scalable Framework for Multi-Attribute Text Generation 30 Apr 2020 ds3lab/control-generate-augment/multiple_attribute/model.py 8c20544f7278d430 ran · our draft was wrong no licence file found · pointer only
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation Perspective 24 Mar 2020 abdullahjamal/Longtail_DA/C-LT/resnet.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
SentenceMIM: A Latent Variable Language Model 18 Feb 2020 seraphlabs-ca/SentenceMIM-demo/utils.py 502c50812b7f31ab ran · our draft was wrong fingerprinted MIT (permissive)
Deep Plastic Surgery: Robust and Controllable Image Editing with Human-Drawn Sketches 9 Jan 2020 vita-group/deepps/src/utils.py 9d5f17a4e5715585 unverified MIT (permissive)
Plug and Play Language Models: A Simple Approach to Controlled Text Generation 4 Dec 2019 uber-research/PPLM/run_pplm.py bbebd95a156061b0 ran · fixture could not drive it Apache-2.0 (permissive)
Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations 31 Aug 2019 ZeweiChu/DiscoEval/train/discoeval_example.py ad808d0123ba9821 ran · our draft was wrong licence not identified · pointer only
Continual and Multi-Task Architecture Search 12 Jun 2019 ramakanth-pasunuru/CAS-MAS/trainer.py caffe1a9ebe4eab1 unverified MIT (permissive)
Deep Video Inpainting 5 May 2019 identical code first harvested elsewhere 502c50812b7f31ab ran · our draft was wrong fingerprinted licence of this copy not recorded
Controllable Artistic Text Style Transfer via Shape-Matching GAN 3 May 2019 TAMU-VITA/ShapeMatchingGAN/src/utils.py 9d5f17a4e5715585 unverified MIT (permissive)
Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting 20 Feb 2019 xjtushujun/meta-weight-net/train_WRN-28-10_Meta_PGC.py 21adbeb5db124ddb ran · our draft was wrong fingerprinted MIT (permissive)
Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting 20 Feb 2019 xjtushujun/meta-weight-net/resnet.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
To learn image super-resolution, use a GAN to learn how to do image degradation first 30 Jul 2018 jingyang2017/Face-and-Image-super-resolution/model_evaluation.py 42aceca5387bccd6 ran · fixture could not drive it MIT (permissive)
Unsupervised Disentangled Representation Learning with Analogical Relations 25 Apr 2018 ZejianLi/analogical-training/utils_torch.py e9c28bf41d933d2b unverified MIT (permissive)
Pose2Seg: Detection Free Human Instance Segmentation 28 Mar 2018 liruilong940607/Pose2Seg/lib/torch_utils.py f62d83b95f3740c6 unverified MIT (permissive)
DESIRE: Distant Future Prediction in Dynamic Scenes with Interacting Agents 14 Apr 2017 AkashGanesan/desire-pytorch/desire/nn/cvae.py c87e08e7b5f708e9 ran · honoured contract fingerprinted no licence file found · pointer only
Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering 11 Apr 2017 identical code first harvested elsewhere 502c50812b7f31ab ran · our draft was wrong fingerprinted licence of this copy not recorded
Learning to learn by gradient descent by gradient descent 14 Jun 2016 chenwydj/learning-to-learn-by-gradient-descent-by-gradient-descent/meta_module.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
Generating Sentences from a Continuous Space 19 Nov 2015 identical code first harvested elsewhere 502c50812b7f31ab ran · our draft was wrong fingerprinted licence of this copy not recorded
Generating Sentences from a Continuous Space 19 Nov 2015 timbmg/Sentence-VAE/model.py 36326e7b5eb789e9 ran · honoured contract fingerprinted no licence file found · pointer only
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 TheZino/Image_captioning_SATell/models.py 502c50812b7f31ab ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:Xu_Distribution-aware_Knowledge_Prototyping_for_Non-exemplar_Lifelong_Person_Re-identification_CVPR_2024_paper zhoujiahuan1991/CVPR2024-DKP/reid/models/layers.py a2f6a25906e664c5 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:Gurbuz_NICE_Neurogenesis_Inspired_Contextual_Encoding_for_Replay-free_Class_Incremental_Learning_CVPR_2024_paper BurakGurbuz97/NICE/Source/helper.py 6b72972044f52a64 unverified MIT (permissive)
arXiv:Chen_AREA_Adaptive_Reweighting_via_Effective_Area_for_Long-Tailed_Classification_ICCV_2023_paper xiaohua-chen/AREA/AREA_cifar.py 21adbeb5db124ddb ran · our draft was wrong 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