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linear

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

linear appears in the code Syntology harvested for 88 papers, as 79 distinct code bodies found in 90 places (a place is one code body under one paper). At least one of them ran in 37 of the papers; 15 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 linear 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 30 of the 79 distinct code bodies named linear; 49 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

5ran · honoured contract
1ran · violated contract
9ran · our draft was wrong
0ran · fixture could not drive it
15ran
49unverified
15fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 90 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

88 papers shown of 88, newest first; 90 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 4 papers added by Syntology; 2 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
Net-Ev <sup>2</sup> : A Generative Simulator for Network Event Evolution added by Syntology 2026-06 (from id) Guangyu4/Net-Ev-2/model/denoiser/graphunet.py 908288453c38e413 ran fingerprinted no licence file found · pointer only
SurvivalPFN: Amortizing Survival Prediction via In-Context Bayesian Inference added by Syntology 2026-05 (from id) MrHuff/Sumo-Net/nets/nets.py 691b566282a42d88 ran · honoured contract fingerprinted no licence file found · pointer only
Prior Knowledge-enhanced Spatio-temporal Epidemic Forecasting added by Syntology 2026-02 (from id) stdi-lab/STOEP/model/STOEP.py 93ec574d0aec4e98 ran fingerprinted MIT (permissive)
LookBench: A Live and Holistic Open Benchmark for Fashion Image Retrieval added by Syntology 2026-01 (from id) wuji3/Doraemon/doraemon/engine/scheduler.py 048b8afe895c7711 unverified GPL-3.0 (copyleft) · pointer only
Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models 15 Apr 2025 facebookresearch/metamotivo/metamotivo/fb/model.py c092126f33402e08 ran · our draft was wrong licence not identified · pointer only
Efficient, Accurate and Stable Gradients for Neural ODEs 15 Oct 2024 sammccallum/reversible-solvers/experiments/complexity/complexity.py e30385a9eec35c96 ran · honoured contract fingerprinted no licence file found · pointer only
Efficient Probabilistic Modeling of Crystallization at Mesoscopic Scale 26 May 2024 poltimmer/CGNE/CGNE/lightning_modules/cgne.py bbcbb9086e4f6c57 ran · our draft was wrong MIT (permissive)
WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models 23 May 2024 zjunlp/easyedit/easyeditor/models/wise/WISE.py f3e855a894dfa058 ran fingerprinted MIT (permissive)
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives 15 Mar 2024 li-ronghui/LODGE/metric/keypoint2img.py fb8692e93dbcd5a4 ran fingerprinted no licence file found · pointer only
Belief-Enriched Pessimistic Q-Learning against Adversarial State Perturbations 6 Mar 2024 SliencerX/Belief-enriched-robust-Q-learning/diffusion_distiller/unet_ddpm.py b9aebc971fbddb2e ran no licence file found · pointer only
Efficient Backpropagation with Variance-Controlled Adaptive Sampling 27 Feb 2024 thu-ml/vcas/vcas/sample_scheme.py 0e793350f9814916 ran Apache-2.0 (permissive)
Social Physics Informed Diffusion Model for Crowd Simulation 8 Feb 2024 tsinghua-fib-lab/SPDiff/models/multi_attention_forward.py 93e49f2486b2b26d ran fingerprinted no licence file found · pointer only
Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts 5 Dec 2023 jiayichen815/feal/model/layers.py 21fc4eac56bdb1f8 ran no licence file found · pointer only
String Sound Synthesizer on GPU-accelerated Finite Difference Scheme 2023-11 (from id) jin-woo-lee/torch-fdtd-string/src/utils/control.py a59fbe0c2c8e45ca ran GPL-3.0 (copyleft) · pointer only
Microscaling Data Formats for Deep Learning 16 Oct 2023 microsoft/microxcaling/mx/linear.py 5ad2a3b676e12813 unverified MIT (permissive)
Neural Relational Inference with Fast Modular Meta-learning 10 Oct 2023 FerranAlet/modular-metalearning/layers.py c5e794825d1e6ee1 ran fingerprinted MIT (permissive)
Resetting the Optimizer in Deep RL: An Empirical Study 30 Jun 2023 devsisters/DQN-tensorflow/dqn/ops.py 5622fc4882566cdc unverified MIT (permissive)
Theory and Implementation of Complex-Valued Neural Networks 16 Feb 2023 NEGU93/cvnn/cvnn/activations.py 306f8878fa095c8a unverified MIT (permissive)
Object-centric Learning with Cyclic Walks between Parts and Whole 16 Feb 2023 zhanglab-deepneurocoglab/parts-whole-object-centric-learning/models/sacrw.py ce03601bb15eb7b0 ran · our draft was wrong no licence file found · pointer only
DynGFN: Towards Bayesian Inference of Gene Regulatory Networks with GFlowNets 8 Feb 2023 lazaratan/dyn-gfn/src/datamodules/simulated_datamodule.py 243f703c152f4500 unverified MIT (permissive)
Causal conditional hidden Markov model for multimodal traffic prediction 19 Jan 2023 EternityZY/CCHMM/models/CausalHMM.py 8c01dd40f3a8b2b6 ran fingerprinted Apache-2.0 (permissive)
Domain Expansion of Image Generators 12 Jan 2023 lllyasviel/controlnet/cldm/cldm.py 0e30585f04efffbe ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Person Image Synthesis via Denoising Diffusion Model 22 Nov 2022 ankanbhunia/PIDM/model.py b9aebc971fbddb2e ran MIT (permissive)
DytanVO: Joint Refinement of Visual Odometry and Motion Segmentation in Dynamic Environments 17 Sep 2022 geniussh/dytanvo/Network/VOFlowNet.py 76b6b373246b70ce unverified BSD-3-Clause (permissive)
The low-rank hypothesis of complex systems 2022-08 (from id) vincethi/low-rank-hypothesis-complex-systems/dynamics/dynamics.py 5b0f6c8fdf7abfad ran · violated contract fingerprinted no licence file found · pointer only
TIPS: Text-Induced Pose Synthesis 24 Jul 2022 prasunroy/tips/demo/tips/models/text2pose.py 4e73ec1809e9745f unverified Apache-2.0 (permissive)
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction 12 Jun 2022 Jacobieee/ST-MR/code/pred_models.py 3af585e9ec9a4606 unverified no licence file found · pointer only
IDANI: Inference-time Domain Adaptation via Neuron-level Interventions 1 Jun 2022 technion-cs-nlp/idani/code/IDANI.py 002ff84db109928a unverified MIT (permissive)
Scheduled Multi-task Learning for Neural Chat Translation 8 May 2022 xl2248/sml/thumt-sml/thumt/layers/nn.py ed65fa22e1825000 unverified MIT (permissive)
OSSGAN: Open-Set Semi-Supervised Image Generation 29 Apr 2022 raven38/ossgan/src/models/big_resnet.py b7a199fa25f011fc ran · our draft was wrong licence not identified · pointer only
Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention 23 Apr 2022 swsamleo/mlstgcn/models/fusiongraph.py a00bf1b090932b25 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Adapting CLIP For Phrase Localization Without Further Training 7 Apr 2022 pals-ttic/adapting-clip/spatial_clip/resnet/dilated_model.py fd7a1821b67ce1df unverified MIT (permissive)
Scalable Penalized Regression for Noise Detection in Learning with Noisy Labels 15 Mar 2022 Yikai-Wang/SPR-LNL/models/spr.py 5c4e1ae7d5028584 unverified no licence file found · pointer only
Bridging Pre-trained Models and Downstream Tasks for Source Code Understanding 4 Dec 2021 wangdeze18/DACL/algorithm_classification/code/pacing_functions.py 4f23a89db8afd4e3 unverified MIT (permissive)
Trajectory Prediction with Graph-based Dual-scale Context Fusion 2 Nov 2021 hkust-aerial-robotics/dsp/networks/network_utils.py a69caa173827ffa9 unverified MIT (permissive)
Efficiently Modeling Long Sequences with Structured State Spaces 31 Oct 2021 elgazzarr/fmri-s4/src/models/sequence/ss/standalone/s4.py f1cab21ec84db199 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Super Tickets in Pre-Trained Language Models: From Model Compression to Improving Generalization 25 May 2021 cliang1453/super-structured-lottery-tickets/module/common.py 691b566282a42d88 ran · honoured contract fingerprinted MIT (permissive)
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach 11 Apr 2021 microsoft/MT-DNN/mtdnn/common/activation_functions.py 691b566282a42d88 ran · honoured contract fingerprinted MIT (permissive)
Universal Representation Learning from Multiple Domains for Few-shot Classification 25 Mar 2021 tmlr-group/mokd/models/hsic_estimation.py dd2fbf6ed2260eae unverified MIT (permissive)
Contrastive Losses and Solution Caching for Predict-and-Optimize 10 Nov 2020 CryoCardiogram/ijcai-cache-loss-pno/methods.py 88f6917662a82d31 ran · honoured contract fingerprinted no licence file found · pointer only
TartanVO: A Generalizable Learning-based VO 31 Oct 2020 castacks/tartanvo/Network/VOFlowNet.py 76b6b373246b70ce unverified BSD-3-Clause (permissive)
Few-Shot Unsupervised Continual Learning through Meta-Examples 17 Sep 2020 alessiabertugli/FUSION-ME/model/layers.py b0e5044d51d9190f unverified Apache-2.0 (permissive)
Discretization-Aware Architecture Search 7 Jul 2020 sunsmarterjie/DAAS/cnn/dimension.py f3c362e9fc95f547 unverified Apache-2.0 (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 HHousen/object-discovery-pytorch/object_discovery/slot_attention_model.py e6a98db4b3460c98 ran · our draft was wrong Apache-2.0 (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ashwin-Pokharel/base_diffusion/model.py 7705d2253b6cd3eb unverified no licence file found · pointer only
Probabilistic Autoencoder 9 Jun 2020 vmboehm/pae-ablation/pae/util_2stageVAE_tf2.py 60f7837af07944ce unverified Apache-2.0 (permissive)
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction 18 May 2020 Majiker/STAR/src/multi_attention_forward.py 93e49f2486b2b26d ran fingerprinted MIT (permissive)
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation 24 Apr 2020 bzhangGo/zero/models/transformer_l0drop.py c9710c0dc3de38fe unverified BSD-3-Clause (permissive)
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis 19 Mar 2020 AnimatedRNG/nerf-jax/nerf/models.py 3ef923fe3f562a7e unverified Apache-2.0 (permissive)
Normalizing Flows on Tori and Spheres 6 Feb 2020 francois-rozet/zuko/zuko/nn.py 2f98360287068145 unverified MIT (permissive)
Multi-Agent Interactions Modeling with Correlated Policies 4 Jan 2020 apexrl/CoDAIL/multi-agent-irl/irl/mack/kfac_discriminator_codail.py edab60a37c16451e ran · honoured contract fingerprinted Apache-2.0 (permissive)
Stance Detection Benchmark: How Robust Is Your Stance Detection? 6 Jan 2020 UKPLab/mdl-stance-robustness/module/common.py 691b566282a42d88 ran · honoured contract fingerprinted MIT (permissive)
Adversarial NLI: A New Benchmark for Natural Language Understanding 31 Oct 2019 tlatkowski/multihead-siamese-nets/layers/basics.py 989985c0779b9e86 unverified MIT (permissive)
ARAML: A Stable Adversarial Training Framework for Text Generation 20 Aug 2019 kepei1106/ARAML/src/coco_emnlp/araml_rewarder.py 0a26e6ea99bbd1eb unverified Apache-2.0 (permissive)
Searching for MobileNetV3 6 May 2019 rwightman/efficientnet-jax/jeffnet/linen/blocks_linen.py 9f9ace2e0eb7c4fe ran · our draft was wrong Apache-2.0 (permissive)
Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders 1 Feb 2019 ioanabica/Time-Series-Deconfounder/rmsn/libs/net_helpers.py e44ac986e2579df6 unverified MIT (permissive)
Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 xycforgithub/MultiTask-MRC/src/common.py 691b566282a42d88 ran · honoured contract fingerprinted BSD-3-Clause (permissive)
IndoSum: A New Benchmark Dataset for Indonesian Text Summarization 12 Oct 2018 kata-ai/indosum/neuralsum/model.py 56acd0083cfb2521 unverified Apache-2.0 (permissive)
Improving the Transformer Translation Model with Document-Level Context 8 Oct 2018 Glaceon31/Document-Transformer/thumt/layers/nn.py 0e601860ee80695e unverified BSD-3-Clause (permissive)
Learning Rate Adaptation for Federated and Differentially Private Learning 11 Sep 2018 DPBayes/ADADP/CIFAR_tests/functional.py 7f96bf286e9d4e3c unverified MIT (permissive)
Instance-level Human Parsing via Part Grouping Network 1 Aug 2018 Engineering-Course/CIHP_PGN/utils/ops.py b2a7ddf5cb874b47 unverified MIT (permissive)
Modeling Sparse Deviations for Compressed Sensing using Generative Models 4 Jul 2018 ermongroup/sparse_gen/celebA_dcgan/ops.py 52f4c4d5640407e3 unverified MIT (permissive)
Neural Ordinary Differential Equations 19 Jun 2018 kakao/DAFT/model.py e9ac3eb9d2ad7232 ran · our draft was wrong Apache-2.0 (permissive)
Particle Filter Networks with Application to Visual Localization 23 May 2018 AdaCompNUS/pfnet/transformer/tf_utils.py f59d62913fe79900 unverified MIT (permissive)
Self-Attention Generative Adversarial Networks 21 May 2018 brain-research/self-attention-gan/ops.py 93ecfc45883b8b85 unverified Apache-2.0 (permissive)
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss 16 May 2018 HsuWanTing/unified-summarization/rewriter/attention_decoder.py 75bf8deb2b42c686 unverified MIT (permissive)
Accelerating Neural Transformer via an Average Attention Network 2 May 2018 bzhangXMU/transformer-aan/code/thumt/layers/nn.py 9676af2224c507fe unverified BSD-3-Clause (permissive)
A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents 16 Apr 2018 acohan/long-summarization/attention_decoder.py 75bf8deb2b42c686 unverified Apache-2.0 (permissive)
The unreasonable effectiveness of the forget gate 13 Apr 2018 JosvanderWesthuizen/janet/aux_code/tf_ops.py cfd133b284c3f8ad unverified MIT (permissive)
Learning Long Term Dependencies via Fourier Recurrent Units 17 Mar 2018 limbo018/FRU/code/tflearn/tflearn/activations.py eafae13d58fd7dc4 unverified MIT (permissive)
Compositional Attention Networks for Machine Reasoning 8 Mar 2018 ronilp/mac-network-pytorch-gqa/model.py 1bb3fb76f5e3c485 ran · our draft was wrong MIT (permissive)
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees 23 Feb 2018 shahviraj/pgdgan/celebA_dcgan/ops.py 52f4c4d5640407e3 unverified MIT (permissive)
Progressive Growing of GANs for Improved Quality, Stability, and Variation 27 Oct 2017 nashory/pggan-pytorch/network.py d45a4e4960c86f68 unverified MIT (permissive)
Learning to Generalize: Meta-Learning for Domain Generalization 10 Oct 2017 HAHA-DL/MLDG/ops.py 784b369d16cde8f9 unverified MIT (permissive)
Curiosity-driven Exploration by Self-supervised Prediction 15 May 2017 pathak22/noreward-rl/src/model.py c1b7daeed6d2b9e9 unverified licence not identified · pointer only
Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets 15 Mar 2017 ZhenYangIACAS/NMT_GAN/cnn_discriminator.py df83ac62de18c5b7 unverified Apache-2.0 (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 katerakelly/pytorch-maml/src/layers.py c5e794825d1e6ee1 ran fingerprinted MIT (permissive)
Aggregated Residual Transformations for Deep Neural Networks 16 Nov 2016 facebookresearch/pycls/pycls/models/anynet.py 08e0c2e6d48a74ec ran · our draft was wrong MIT (permissive)
A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models 11 Nov 2016 justinjfu/inverse_rl/inverse_rl/models/tf_util.py 3eeebe2737d5a99c unverified MIT (permissive)
Recurrent Highway Networks 12 Jul 2016 julian121266/RecurrentHighwayNetworks/rhn.py 8d9ff9ce8321b114 unverified MIT (permissive)
Exploring the Limits of Language Modeling 7 Feb 2016 okuchaiev/f-lm/model_utils.py 9aa311876def94db unverified MIT (permissive)
Improving Neural Machine Translation Models with Monolingual Data 20 Nov 2015 josephch405/curriculum-nmt/pacing.py 8bc22cc9a2084869 ran · honoured contract fingerprinted MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 adityabingi/DCGAN-TF2.0/dcgan.py bad585b3ef9085a3 ran MIT (permissive)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 XiafeiYu/DCGAN/model.py f6de0fe014baf22d unverified no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 MustafaMustafa/dcgan-tf-benchmark/dcgan/ops.py b78452b621d7d910 unverified MIT (permissive)
Invariant Models for Causal Transfer Learning 19 Jul 2015 mrojascarulla/causal_transfer_learning/code/data.py 1c399c604c58deaa unverified BSD-2-Clause (permissive)
Convolutional Neural Networks for Sentence Classification 25 Aug 2014 TobiasLee/Text-Classification/models/cnn.py c970f81582bb1f97 unverified Apache-2.0 (permissive)
The Ring of Algebraic Functions on Persistence Bar Codes 2013-04 (from id) oleg-kachan/diagram2vec/diagram2vec/diagram2vec.py 5faac142d57a7e4f unverified MIT (permissive)
arXiv:Zhou_Generalizable_Cross-Modality_Medical_Image_Segmentation_via_Style_Augmentation_and_Dual_CVPR_2022_paper zzzqzhou/Dual-Normalization/model/layers.py 784b369d16cde8f9 unverified MIT (permissive)
arXiv:136760331 chang9711/BIPS/ECCV2022/residual_network.py 6f503d6990389daa 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".

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