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Network

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

Network appears in the code Syntology harvested for 40 papers, as 55 distinct code bodies found in 56 places (a place is one code body under one paper). At least one of them ran in 17 of the papers; 2 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 Network 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 19 of the 55 distinct code bodies named Network; 36 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
19ran
36unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 32 of the 56 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

40 papers shown of 40, newest first; 56 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; 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
ProtoX-AD: Self-Explainable Time Series Anomaly Detection and Characterization added by Syntology 2026-06 (from id) Aitorzan3/ProtoX-AD/src/models.py 0cc9c5efd81d3b79 unverified MIT (permissive)
Reward-Conditioned Reinforcement Learning added by Syntology 2026-03 (from id) DAVIAN-Robotics/SimbaV2/scale_rl/agents/simbaV2/simbaV2_update.py ebeac4bf6f7894e1 ran Apache-2.0 (permissive)
Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion added by Syntology 2026-02 (from id) ChunmingHe/CurriSeg/lib/Network.py 4cd7604b70971946 unverified no licence file found · pointer only
Depth-Supervised Fusion Network for Seamless-Free Image Stitching added by Syntology 2025-10 (from id) DLUT-YRH/DSFN/Fusion/newCodes/network.py 60e541695e6a5d85 ran no licence file found · pointer only
T-POP: Test-Time Personalization with Online Preference Feedback added by Syntology 2025-09 (from id) QuZikun/T-POP/imple_armo.py 67035684bedaff62 ran · metamorphic tier: invariant Apache-2.0 (permissive)
arXiv:2507.03394 2025-07 (from id) LeoQLi/LGSF/network.py dd0c68c6fb261cd9 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2503.04151 2025-03 (from id) SubmissionsIn/RML/RML+NRCH/RML_network.py ad129ddc55a8a426 unverified MIT (permissive)
Unified Unsupervised Salient Object Detection via Knowledge Transfer 23 Apr 2024 I2-Multimedia-Lab/A2S-v3/base/model.py 7446e05a85f8aff7 unverified MIT (permissive)
Deep Homography Estimation for Visual Place Recognition 25 Feb 2024 Lu-Feng/DHE-VPR/network.py 35a2d5e5ea929ea3 unverified MIT (permissive)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning 4 Feb 2024 noahsark/parameterefficient-dml/architectures/peft_vit.py 4b7aae5784242bac unverified MIT (permissive)
DDxT: Deep Generative Transformer Models for Differential Diagnosis 2 Dec 2023 MahmudulAlam/Differential-Diagnosis-Using-Transformers/network.py db6755d6a7be4a41 ran MIT (permissive)
Weakly Coupled Deep Q-Networks 28 Oct 2023 ibrahim-elshar/WCDQN_NeurIPS/src/Inv_control/WCDQN.py 19137150e1814247 unverified no licence file found · pointer only
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search 20 Jun 2022 Euphoria16/Shapley-NAS/model_search.py 9e15b2a3585f7e27 unverified no licence file found · pointer only
Learning Deep Implicit Functions for 3D Shapes with Dynamic Code Clouds 26 Mar 2022 lity20/DCCDIF/network.py d11c5720cf340276 ran MIT (permissive)
Viewpoint Invariant Dense Matching for Visual Geolocalization 20 Sep 2021 gmberton/geo_warp/network.py 19f4b2268200acd4 ran · metamorphic tier: deterministic MIT (permissive)
Iterative Filter Adaptive Network for Single Image Defocus Deblurring 31 Aug 2021 codeslake/IFAN/models/archs/IFAN.py 8a1c80fc128c7c63 unverified AGPL-3.0 (copyleft) · pointer only
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets 2 Jul 2021 yuhuixu1993/PC-DARTS/model_search.py 4b9ef6a87294337c unverified no licence file found · pointer only
SinIR: Efficient General Image Manipulation with Single Image Reconstruction 14 Jun 2021 YooJiHyeong/SinIR/networks/network.py d4f530ba51be73d8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Semantic Scene Completion via Integrating Instances and Scene in-the-Loop 8 Apr 2021 yjcaimeow/SISNet/exps/SemanticSceneCompletion/network.py bb382e7b24c3a474 ran · metamorphic tier: deterministic no licence file found · pointer only
Prioritized Architecture Sampling with Monto-Carlo Tree Search 22 Mar 2021 xiusu/NAS-Bench-Macro/train/model.py e56d094abefe19ca unverified licence not identified · pointer only
Snowflake: Scaling GNNs to High-Dimensional Continuous Control via Parameter Freezing 1 Mar 2021 thecharlieblake/snowflake/network/gated_graph_network.py 29990aeb1de07ce8 unverified no licence file found · pointer only
ZORB: A Derivative-Free Backpropagation Algorithm for Neural Networks 17 Nov 2020 varunranga/zorb-numpy/zorb/ZORB.py f765b1bf6f5447a3 unverified no licence file found · pointer only
Wasserstein Distance Regularized Sequence Representation for Text Matching in Asymmetrical Domains 15 Oct 2020 RUC-WSM/WD-Match/src/model.py 041417ef64376ab0 unverified no licence file found · pointer only
Neural Thompson Sampling 2 Oct 2020 ZeroWeight/NeuralTS/learner_neural.py c62f4329c658d771 ran no licence file found · pointer only
Solving Hard AI Planning Instances Using Curriculum-Driven Deep Reinforcement Learning 4 Jun 2020 glassices/sokoban_planner/network.py d2f85b7736bfaf54 ran no licence file found · pointer only
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 Zeta36/muzero/muzero.py b325291e54b512ea ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 Miatto-research-group/muzero/muzero.py 350296e8e546c436 ran no licence file found · pointer only
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 dmiracle/muzero-starter/pseudocode.py 5ca30608329df48f ran no licence file found · pointer only
Exploration by Random Network Distillation 30 Oct 2018 Francesco-Sovrano/Combining--experience-replay--with--exploration-by-random-network-distillation-/framework/agent/network/intrinsic_reward/intrinsic_reward_network.py f7540dc011b71e5d unverified MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 lorylei/DARTS-et/cnn/model_search.py fed1c97bf2c49d2a unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 sinamoradian/SNIP-NAS-2/model_search.py 27228988d4f47df6 unverified no licence file found · pointer only
DARTS: Differentiable Architecture Search 24 Jun 2018 scz233/darts/cnn/model_search.py 0c3543a95a8f08db unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 aragakiyuiii/Gumbel-darts-master/cnn/model_search.py 78090c3f19f653b8 unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 ahundt/sharpDARTS/cnn/model_search.py 93093a181a167e85 unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 liamcli/darts/cnn/model_search.py bd2a05194b8aec16 unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 dragen1860/DARTS-PyTorch/model_search.py 6d60fc274256ed0b unverified no licence file found · pointer only
DARTS: Differentiable Architecture Search 24 Jun 2018 IsmaelCesar/darts/cnn/model_search.py 3de93db32d6c4cfa unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 AlvinIsonomia/darts.pytorch1.3_MultiGPU/cnn/model_search.py 1342be28047df968 unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 tianbaochou/CNAS/darts/model_search.py 55c0d392116142b0 unverified no licence file found · pointer only
DARTS: Differentiable Architecture Search 24 Jun 2018 nutellamok/advrush/advrush/model_search.py 08bd706c59678188 unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 siddikui/Fast-DARTS/cnn/model_search.py 425e68d6421af20f unverified Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 alphadl/darts.pytorch1.1/cnn/model_search.py 64034c2260c2f086 unverified no licence file found · pointer only
DARTS: Differentiable Architecture Search 24 Jun 2018 YushiChen/Auto-CNN-HSI-Classification/1D-Auto-CNN-Spectral-Classification/model_search.py 8a93fb77581fa92c unverified no licence file found · pointer only
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 MatthieuSarkis/Portfolio-Optimization-and-Goal-Based-Investment-with-Reinforcement-Learning/src/agents.py de764e9177884a12 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 biemann/Collaboration-and-Competition/maddpg.py f6fceb14173df844 ran · metamorphic tier: deterministic no licence file found · pointer only
Prototypical Networks for Few-shot Learning 15 Mar 2017 minseop-aitrics/FewshotLearning/ProtoNet/lib/networks.py 7031de287b846201 unverified no licence file found · pointer only
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 minseop-aitrics/FewshotLearning/MAML/lib/networks.py 46ca33eedd6bd1cf unverified no licence file found · pointer only
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 2 Jun 2016 Daeijavad/Deeplab-CRF/network_class.py f1deead3b623ea55 unverified no licence file found · pointer only
Wide Residual Networks 23 May 2016 hysts/pytorch_wrn/wrn.py fa25b545375a1f69 ran MIT (permissive)
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles 30 Mar 2016 bbrattoli/JigsawPuzzlePytorch/JigsawNetwork.py a8e0685e21eae7d2 unverified no licence file found · pointer only
Pixel Recurrent Neural Networks 25 Jan 2016 vocong25/gated_pixelcnn/network.py 89a37aa23360cbd5 unverified Apache-2.0 (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 HussonnoisMaxence/RL_Algorithms/QLearning/D2QN/D2QN.py 01fc22f5d7228bdb ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift 11 Feb 2015 Shantanu48114860/Handwritten-Character-Recognition/Handwritten-Character-Recognition/CNN.py 2ba90697099f8cca ran no licence file found · pointer only
Playing Atari with Deep Reinforcement Learning 19 Dec 2013 alfredvc/paac/networks.py e53b0eb94184ff85 unverified licence not identified · pointer only
Playing Atari with Deep Reinforcement Learning 19 Dec 2013 sunjeet95/Deep-Q-Network-using-Tensorflow/main_cartpole.py ee0b2a23c9478bfc unverified no licence file found · pointer only
arXiv:Zhou_Texture-Guided_Saliency_Distilling_for_Unsupervised_Salient_Object_Detection_CVPR_2023_paper moothes/A2S-v2/base/model.py 7446e05a85f8aff7 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".

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