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weights_init

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

weights_init appears in the code Syntology harvested for 44 papers, as 39 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 12 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 weights_init 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 6 of the 39 distinct code bodies named weights_init; 33 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
1ran
33unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 25 of the 48 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

44 papers shown of 44, newest first; 48 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 2 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
Cut to the Mix: Simple Data Augmentation Outperforms Elaborate Ones in Limited Organ Segmentation Datasets added by Syntology 2026-02 (from id) Rebooorn/mosDAtoolkit/inpaint/net.py b0a0259ffdb9c7d8 unverified MIT (permissive)
SkeFi: Cross-Modal Knowledge Transfer for Wireless Skeleton-Based Action Recognition added by Syntology 2026-01 (from id) Huang0035/Skefi/model/TCAGC_ESP.py f1917c3011636f99 unverified no licence file found · pointer only
arXiv:2506.22179 2025-06 (from id) wenhanwu95/FS-VAE/model.py 4998350e83b86b9e unverified no licence file found · pointer only
Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning 27 Feb 2025 dwromero/wavelet_networks/eerie/nn/conv.py 76eb63161c2aab4a unverified MIT (permissive)
Data-Free Generalized Zero-Shot Learning 28 Jan 2024 ylong4/DFZSL/vdm/net.py 58207cc00eadcf04 unverified no licence file found · pointer only
SCOB: Universal Text Understanding via Character-wise Supervised Contrastive Learning with Online Text Rendering for Bridging Domain Gap 21 Sep 2023 naver-ai/scob/model/initialization.py 059760c809293cd3 ran licence not identified · pointer only
Probabilistic Concept Bottleneck Models 2 Jun 2023 ejkim47/prob-cbm/models/build_model_resnset.py 974828b96c76f1ec unverified MIT (permissive)
Hierarchical Fine-Grained Image Forgery Detection and Localization 30 Mar 2023 chelsea234/hifi_ifdl/HiFi_Net.py e9036b6dc10ccc06 ran · our draft was wrong MIT (permissive)
Object Discovery from Motion-Guided Tokens 27 Mar 2023 zpbao/MoTok/models/model.py 8f78954c8ba8c9d2 unverified no licence file found · pointer only
Im2Hands: Learning Attentive Implicit Representation of Interacting Two-Hand Shapes 28 Feb 2023 jyunlee/im2hands/artihand/nasa/models/core_ref_occ.py 130d37eda50f9cdf unverified no licence file found · pointer only
ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth 23 Feb 2023 thygate/stable-diffusion-webui-depthmap-script/inpaint/networks.py 96c6be3581e1f391 ran · our draft was wrong MIT (permissive)
Hierarchical Imitation Learning with Vector Quantized Models 30 Jan 2023 kallekku/hips/models/networks.py c9ca968798d94895 unverified MIT (permissive)
Multi-objective Deep Data Generation with Correlated Property Control 1 Oct 2022 karolrogozinski/cern_alice_fast_sim_corrvae/src/model.py 2b53bbe1b1d0c395 unverified no licence file found · pointer only
Multi-objective Deep Data Generation with Correlated Property Control 1 Oct 2022 shi-yu-wang/CorrVAE/disvae/models/vae.py db93b50085c8a8b2 unverified no licence file found · pointer only
Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations 20 Jul 2022 zexusun/oilca-neurips23/algos/augment_DWBC.py 2859ddfc3ce8f887 unverified no licence file found · pointer only
Quantized GAN for Complex Music Generation from Dance Videos 1 Apr 2022 L-YeZhu/D2M-GAN/d2m/d2m_modules.py 5cd6abf91dfbd0d7 unverified no licence file found · pointer only
Interacting Attention Graph for Single Image Two-Hand Reconstruction 17 Mar 2022 Dw1010/IntagHand/models/model_attn/inter_attn.py d5260ce7f9e3cfa5 unverified GPL-3.0 (copyleft) · pointer only
MaskGIT: Masked Generative Image Transformer 8 Feb 2022 dome272/MaskGIT-pytorch/bidirectional_transformer.py 323141756998f1c6 unverified MIT (permissive)
Robust Region Feature Synthesizer for Zero-Shot Object Detection 1 Jan 2022 HPL123/RRFS/model.py b661b76a7321fedd unverified no licence file found · pointer only
Projected GANs Converge Faster 1 Nov 2021 dome272/ProjectedGAN-pytorch/projected_gan.py 0fb299a87938eec8 unverified MIT (permissive)
Hierarchical Object-to-Zone Graph for Object Navigation 5 Sep 2021 sx-zhang/HOZ/models/hoztpn.py f4a41fa606582fdc unverified MIT (permissive)
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation 8 Jun 2021 zwenyu/UniSSDA/algorithms/algorithms.py fad33bd48f70436d unverified no licence file found · pointer only
DG-Font: Deformable Generative Networks for Unsupervised Font Generation 7 Apr 2021 ecnuycxie/DG-Font/models/generator.py 50f2499724c1a9f3 ran · our draft was wrong no licence file found · pointer only
IBRNet: Learning Multi-View Image-Based Rendering 25 Feb 2021 googleinterns/ibrnet/ibrnet/mlp_network.py 80f5f942bcddc067 unverified Apache-2.0 (permissive)
AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation 24 Feb 2021 bing-li-ai/AniGAN/src/trainer.py bfde7f2a4f341baa ran · our draft was wrong licence not identified · pointer only
Understanding self-supervised Learning Dynamics without Contrastive Pairs 12 Feb 2021 facebookresearch/luckmatters/ssl/real-dataset/byol_trainer.py f9ada57830668708 unverified licence not identified · pointer only
Joint Generative and Contrastive Learning for Unsupervised Person Re-identification 16 Dec 2020 identical code first harvested elsewhere bfde7f2a4f341baa ran · our draft was wrong licence of this copy not recorded
Investigating and Simplifying Masking-based Saliency Methods for Model Interpretability 19 Oct 2020 zphang/saliency_investigation/casme/ext/pytorch_inpainting_with_partial_conv.py b0a0259ffdb9c7d8 unverified BSD-3-Clause (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ipsedo/MusicDiffusion/music_diffusion/networks/diffusion.py a65da7ad43a301d2 unverified GPL-3.0 (copyleft) · pointer only
Deep Structural Causal Models for Tractable Counterfactual Inference 11 Jun 2020 biomedia-mira/deepscm/deepscm/experiments/morphomnist/nf/conditional_flow_sem.py 82b9f1b46a36f4f4 unverified MIT (permissive)
Classification-Based Anomaly Detection for General Data 5 May 2020 xuhongzuo/DeepOD/deepod/models/tabular/goad.py 058e8db0c4bedef9 unverified BSD-2-Clause (permissive)
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 8 Mar 2020 layumi/Seg-Uncertainty/trainer_ms.py 8268f08e8daa5d92 ran · our draft was wrong MIT (permissive)
GTNet: Generative Transfer Network for Zero-Shot Object Detection 19 Jan 2020 X-BrainLab/GTNet/model.py 31c582dfcf87907b unverified no licence file found · pointer only
Tree-Structured Policy based Progressive Reinforcement Learning for Temporally Language Grounding in Video 18 Jan 2020 WuJie1010/TSP-PRL/model.py 43ccf3630f3bfdd9 unverified no licence file found · pointer only
Unsupervised Scene Adaptation with Memory Regularization in vivo 24 Dec 2019 identical code first harvested elsewhere 8268f08e8daa5d92 ran · our draft was wrong licence of this copy not recorded
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 DHDev0/Muzero/muzero_model.py 4a1372219a8f271f unverified GPL-3.0 (copyleft) · pointer only
Deep Flow-Guided Video Inpainting 8 May 2019 Lubsey1/inpainting_colab/models/DeepFill_Models/ops.py b0a0259ffdb9c7d8 unverified MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 delta6189/Anime-Sketch-Colorizer/mymodels.py da619716359e0499 unverified no licence file found · pointer only
Image Inpainting for Irregular Holes Using Partial Convolutions 20 Apr 2018 naoto0804/pytorch-inpainting-with-partial-conv/net.py b0a0259ffdb9c7d8 unverified MIT (permissive)
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 Xiaoming-Yu/SingleGAN/models/model.py 07d08fa9cc777740 unverified MIT (permissive)
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 7 Dec 2017 IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks/models/ST_CGAN.py 96c6be3581e1f391 ran · our draft was wrong no licence file found · pointer only
Image-to-Image Translation with Conditional Adversarial Networks 21 Nov 2016 Vious/LBAM_Pytorch/models/weightInitial.py 96c6be3581e1f391 ran · our draft was wrong MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 caffe-mocha/dcgan-pytorch-cifar10/dcgan.py 01ffda50baec990d unverified MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 labmlai/annotated_deep_learning_paper_implementations/labml_nn/gan/original/experiment.py 3eb92acbf095fa7f unverified MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 gcervantes8/Game-Image-Generator/src/models/dcgan/dcgan_generator.py f1a3c30388f53d6e unverified GPL-3.0 (copyleft) · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 mickaelChen/GMV/gan2.py 39d2716c76987065 unverified BSD-2-Clause (permissive)
arXiv:Jiang_Diffuse3D_Wide-Angle_3D_Photography_via_Bilateral_Diffusion_ICCV_2023_paper yutaojiang1/Diffuse3D/networks.py 96c6be3581e1f391 ran · our draft was wrong MIT (permissive)
arXiv:Gu_LoFGAN_Fusing_Local_Representations_for_Few-Shot_Image_Generation_ICCV_2021_paper edward3862/LoFGAN-pytorch/trainer.py bfde7f2a4f341baa ran · our draft was wrong 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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