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Net

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

Net appears in the code Syntology harvested for 54 papers, as 58 distinct code bodies found in 58 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 4 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 Net 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 24 of the 58 distinct code bodies named Net; 34 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
24ran
34unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 33 of the 58 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

54 papers shown of 54, newest first; 58 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 5 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
Real Image Denoising with Knowledge Distillation for High-Performance Mobile NPUs added by Syntology 2026-05 (from id) ABrain-One/NN-Dataset/ab/nn/nn/LiteDenoiseNet.py 55da3c53d8e173c6 ran · metamorphic tier: deterministic MIT (permissive)
Interpretable DNA Sequence Classification via Dynamic Feature Generation in Decision Trees added by Syntology 2026-04 (from id) fpy94/PEPMAN/model.py 40488d364d785e1f ran no licence file found · pointer only
Revisiting Weight Regularization for Low-Rank Continual Learning added by Syntology 2026-02 (from id) yaoyz96/low-rank-cl/methods/ewclora.py 41a602801a796df2 unverified MIT (permissive)
Revisiting Generative Infrared and Visible Image Fusion Based on Human Cognitive Laws added by Syntology 2025-10 (from id) lxq-jnu/HCLFuse/models/ddm.py ce302db10f6e043a unverified no licence file found · pointer only
FedQS: Optimizing Gradient and Model Aggregation for Semi-Asynchronous Federated Learning added by Syntology 2025-10 (from id) bkjod/FedQS_/utils/afl_avg_our.py 4d6b55387f4c0fd4 ran no licence file found · pointer only
WeakMCN: Multi-task Collaborative Network for Weakly Supervised Referring Expression Comprehension and Segmentation 24 May 2025 MRUIL/WeakMCN/models/weakmcn/net.py a5498ad0283f9b53 unverified no licence file found · pointer only
arXiv:2502.01312 2025-02 (from id) chrislin0621/CleanPose/model/Net.py b6f7131d7ccfefee unverified MIT (permissive)
Offline Behavior Distillation 30 Oct 2024 leaveslei/obd/data_lib/syndset.py c0927665fe7f7dc7 unverified no licence file found · pointer only
Towards Exact Computation of Inductive Bias 22 Jun 2024 FieteLab/Exact-Inductive-Bias/nn_inductive_bias.py efab0926abe664fc ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Revisiting Neural Networks for Continual Learning: An Architectural Perspective 23 Apr 2024 byyx666/ArchCraft/task_il/networks/arch_craft.py 54ceb19348d05def ran no licence file found · pointer only
MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space 18 Apr 2024 gnina/models/pytorch/default2018_model.py 662bb12613df805e ran no licence file found · pointer only
SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation 22 Jan 2024 Barrett-python/SFC/network/resnet50_SFC.py caf2fc4aab62baf7 unverified MIT (permissive)
Frequency-Adaptive Pan-Sharpening with Mixture of Experts 4 Jan 2024 alexhe101/FAME-Net/model/moe.py 267f6301821f9fbf unverified no licence file found · pointer only
StructComp: Substituting Propagation with Structural Compression in Training Graph Contrastive Learning 8 Dec 2023 szzhang17/structcomp/src/coles/ssgc.py 580312b983ea7984 ran fingerprinted no licence file found · pointer only
Learning Interpretable Rules for Scalable Data Representation and Classification 22 Oct 2023 12wang3/rrl/rrl/models.py 0bca4dc82b4fabd2 unverified MIT (permissive)
Source-free Domain Adaptive Human Pose Estimation 6 Aug 2023 davidpengucf/SFDAHPE/lib/models/Style_net.py 1552b970d4b3c0f9 ran no licence file found · pointer only
Supervised Homography Learning with Realistic Dataset Generation 28 Jul 2023 JianghaiSCU/RealSH/model/net.py ae2ca38ed2b0592c unverified no licence file found · pointer only
Scalable, Detailed and Mask-Free Universal Photometric Stereo 28 Mar 2023 satoshi-ikehata/sdm-unips-cvpr2023/sdm_unips/modules/model/model.py 98f86a99159bc9cb unverified licence not identified · pointer only
Extracting Class Activation Maps from Non-Discriminative Features as well 18 Mar 2023 zhaozhengChen/LPCAM/step/make_lpcam.py 11509a32eec950d0 unverified no licence file found · pointer only
DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion 13 Mar 2023 zhaozixiang1228/if-film/net/Film.py 610a6372a350c17e unverified no licence file found · pointer only
Image Super-Resolution with Deep Dictionary 19 Jul 2022 shuntama/srdd/model/srdd.py b9cd7010495cc1fe unverified MIT (permissive)
Category-Level 6D Object Pose and Size Estimation using Self-Supervised Deep Prior Deformation Networks 12 Jul 2022 JiehongLin/Self-DPDN/model/DPDN.py fbb58908975f56c4 unverified MIT (permissive)
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds 30 Mar 2022 gaviotas/AMN/net/resnet50_amn.py 8cc6d37a2db0ff79 unverified no licence file found · pointer only
Better Quality Estimation for Low Resource Corpus Mining 15 Mar 2022 facebookresearch/LASER/source/nli.py 0d9f03a4f4f2a66c unverified licence not identified · pointer only
Neural Data-Dependent Transform for Learned Image Compression 9 Mar 2022 dezhao-wang/neural-syntax-code/model/net.py b8637678e67f9f87 unverified no licence file found · pointer only
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation 6 Mar 2022 chenqi1126/SIPE/network/resnet50_SIPE.py e8a7fa80a081c64d unverified MIT (permissive)
Detail-Preserving Transformer for Light Field Image Super-Resolution 2 Jan 2022 BITszwang/DPT/code/model_DPT.py 16c40716bbfc6979 unverified no licence file found · pointer only
Dense Unsupervised Learning for Video Segmentation 11 Nov 2021 visinf/dense-ulearn-vos/models/net.py 0329d5667de34d21 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation 13 Oct 2021 jbeomlee93/rib/net/resnet50_cam.py 1d461ea00886dcae unverified no licence file found · pointer only
Indoor Panorama Planar 3D Reconstruction via Divide and Conquer 27 Jun 2021 sunset1995/panoplane360/models/pano_plane_360.py 77a4b881d28a3400 unverified no licence file found · pointer only
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning 16 Jun 2021 hayeonlee/help/help.py 91e2f33eece76754 ran MIT (permissive)
Controlling Neural Networks with Rule Representations 14 Jun 2021 googleinterns/controllabledl/healthcare/model.py 98a42a27c8e15b2e ran · metamorphic tier: deterministic no licence file found · pointer only
Normalizing Flows for Knockoff-free Controlled Feature Selection 3 Jun 2021 msesia/deepknockoffs/DeepKnockoffs/DeepKnockoffs/machine.py 44a37c78381afc80 ran · metamorphic tier: deterministic fingerprinted GPL-3.0 (copyleft) · pointer only
Context-aware Cross-level Fusion Network for Camouflaged Object Detection 26 May 2021 thograce/bgnet/net/bgnet.py c22b6c00ea327170 unverified Apache-2.0 (permissive)
MeshTalk: 3D Face Animation from Speech using Cross-Modality Disentanglement 16 Apr 2021 facebookresearch/meshtalk/models/context_model.py 68f4a07643467bd2 ran licence not identified · pointer only
LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic Agents 1 Apr 2021 bdokim/LaPred/Lapred_original.py e37a57d7c7dc18b4 unverified no licence file found · pointer only
Skeleton Merger: an Unsupervised Aligned Keypoint Detector 19 Mar 2021 eliphatfs/SkeletonMerger/merger/merger_net.py fe58e66f9a261a66 unverified MIT (permissive)
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation 16 Mar 2021 jbeomlee93/AdvCAM/net/resnet50_cam.py 4940c5ef899325ea unverified MIT (permissive)
Robust Point Cloud Registration Framework Based on Deep Graph Matching 7 Mar 2021 fukexue/RGM/models/Net_noais.py fcbfadd404cae2d3 unverified no licence file found · pointer only
Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation 2 Mar 2021 suyukun666/CDA/net/resnet50_cam.py b38ad8eb64953cfc unverified MIT (permissive)
Does Head Label Help for Long-Tailed Multi-Label Text Classification 24 Jan 2021 xiaolin1207/HTTN-master/models.py 5e5ec0268ef63056 ran no licence file found · pointer only
Learning Long-term Visual Dynamics with Region Proposal Interaction Networks 5 Aug 2020 HaozhiQi/RPIN/rpin/models/rpcin.py 972fc8397efba3b1 unverified no licence file found · pointer only
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks 13 Apr 2020 milvlg/rosita/rosita/modeling/pretrain_tasks/rosita.py 4fde87aac2867c6f unverified Apache-2.0 (permissive)
Learning Light Field Angular Super-Resolution via a Geometry-Aware Network 26 Feb 2020 jingjin25/LFASR-geometry/model.py 23d4dcf80409e1af unverified no licence file found · pointer only
Uncertainty-guided Continual Learning with Bayesian Neural Networks 6 Jun 2019 SaynaEbrahimi/UCB/src/networks/mlp_ucb.py f3ba7ada669d2d03 unverified MIT (permissive)
Uncertainty-guided Continual Learning with Bayesian Neural Networks 6 Jun 2019 SaynaEbrahimi/UCB/src/networks/resnet_ucb.py 278d3ba66464aecf unverified MIT (permissive)
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 Jwrede/neural_style_transfer/network.py feb8354419bc47a3 ran · metamorphic tier: deterministic no licence file found · pointer only
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 gs18113/AdaIN-TensorFlow2/model.py e9c0b7f386130131 ran no licence file found · pointer only
Prototypical Networks for Few-shot Learning 15 Mar 2017 Hsankesara/DeepResearch/Prototypical_Nets/prototypicalNet.py fdc838c064947cc9 ran MIT (permissive)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 7 Oct 2016 tarolangner/mri-biometry/cnn/models/net_resnet.py 0880f9ea06216a02 unverified MIT (permissive)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 7 Oct 2016 tarolangner/mri-biometry/cnn/models/net_vgg.py 71daed23b5edccf2 unverified MIT (permissive)
Semi-Supervised Classification with Graph Convolutional Networks 9 Sep 2016 udlf/wsef/gcn.py 8ff00a5cb292d5b8 ran GPL-2.0 (copyleft) · pointer only
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 2 Jun 2016 halbielee/EPS/network/resnet38d.py 09eb18c5d7d60dfc ran fingerprinted no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 OscarHuangWind/Preference-Guided-DQN-Atari/DRL.py 127094b1a1600120 ran · metamorphic tier: deterministic MIT (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 yzheng51/rl-dino-run/agent.py 9ca97885778aa8a2 ran · metamorphic tier: invariant MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 vqdang/hover_net/models/hovernet/net_desc.py 45c6b9fcdc586842 ran MIT (permissive)
Unsupervised Domain Adaptation by Backpropagation 26 Sep 2014 jvanvugt/pytorch-domain-adaptation/revgrad.py 49bc3ed72b781f50 ran · metamorphic tier: deterministic MIT (permissive)
Playing Atari with Deep Reinforcement Learning 19 Dec 2013 OscarHuangWind/Preference-Guided-DQN-Atari/Network.py 93b98bd6ec8a54eb ran 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