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Conv2d

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

Conv2d appears in the code Syntology harvested for 43 papers, as 47 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 38 of the papers; 33 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 Conv2d 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 42 of the 47 distinct code bodies named Conv2d; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
41ran
5unverified
33fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 47 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

43 papers shown of 43, newest first; 47 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. 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
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster added by Syntology 2026-04 (from id) Rose-STL-Lab/u-cast/src/models/networks_edm.py bc9ac84ffbec918e ran fingerprinted Apache-2.0 (permissive)
SoFlow: Solution Flow Models for One-Step Generative Modeling added by Syntology 2025-12 (from id) zlab-princeton/SoFlow/models.py ba2131e39006711e ran fingerprinted MIT (permissive)
DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants added by Syntology 2025-12 (from id) Erik-Wikingsson/DAISI/assimilation/methods/daisi.py 3665e6132b89d21e ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MH-LVC: Multi-Hypothesis Temporal Prediction for Learned Conditional Residual Video Coding added by Syntology 2025-10 (from id) NYCU-MAPL/MHLVC/compressai/RIFE/FFNet.py 00ee54a5dde8ef25 unverified no licence file found · pointer only
Latent Representation Learning in Heavy-Ion Collisions with MaskPoint Transformer added by Syntology 2025-10 (from id) Giovanni-Sforza/MaskPoint-AMPT/models/MaskPoint.py 64ccb0213c04a3a6 ran · metamorphic tier: invariant fingerprinted BSD-3-Clause (permissive)
Federated Continual Instruction Tuning 17 Mar 2025 Ghy0501/FCIT/CoIN/peft/tuners/coinmoelora.py e55b3841b7343a24 ran fingerprinted Apache-2.0 (permissive)
Intrinsic Single-Image HDR Reconstruction 20 Sep 2024 compphoto/IntrinsicHDR/src/model.py cfc4ea99518b923d ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation 19 Aug 2024 akalikong/ilora/model/peft/tuners/moelora.py 9d19ea5c94bfb203 unverified no licence file found · pointer only
MonoWAD: Weather-Adaptive Diffusion Model for Robust Monocular 3D Object Detection 23 Jul 2024 VisualAIKHU/MonoWAD/visualDet3D/networks/detectors/MonoWAD.py 9f54fd544c431a89 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Efficient Mixture Learning in Black-Box Variational Inference 11 Jun 2024 okviman/efficient-mixtures/models/misvae.py ed3b70ab7a6d4b5d ran fingerprinted no licence file found · pointer only
M$^3$GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation 25 May 2024 luomingshuang/m3gpt/m3gpt/core/models/decoders/network/transformer_decoder/transformer_decoder.py af4cc52db9e5aa3b ran no licence file found · pointer only
MiKASA: Multi-Key-Anchor & Scene-Aware Transformer for 3D Visual Grounding 5 Mar 2024 dfki-av/mikasa-3dvg/models/MiKASA_transformer.py 43954295982678e1 ran fingerprinted no licence file found · pointer only
Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent 21 Feb 2024 weiyifan1023/neeko/moelora/tuners/moelora.py 08a41b3367d5a129 ran fingerprinted Apache-2.0 (permissive)
CRA-PCN: Point Cloud Completion with Intra- and Inter-level Cross-Resolution Transformers 3 Jan 2024 EasyRy/CRA-PCN/models/crapcn.py 111d7d0d3df6bada ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
ScaleLong: Towards More Stable Training of Diffusion Model via Scaling Network Long Skip Connection 20 Oct 2023 YichengDWu/tinyedm/src/tinyedm/networks.py 2c4d769802a65492 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Adaptive Frequency Filters As Efficient Global Token Mixers 26 Jul 2023 NWPU-Li/AFFNet/aff_block_LL.py 95bbde412a6c735c ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Identity-Preserving Talking Face Generation with Landmark and Appearance Priors 15 May 2023 Weizhi-Zhong/IP_LAP/models/landmark_generator.py 64c4ace973c8c4a6 ran fingerprinted Apache-2.0 (permissive)
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds 10 Oct 2022 vlar-group/ogc/models/segnet_ogcdr.py 66590da846c5ae6d ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach 20 Jul 2022 jsjs0369/MEBQAT/code/few_shot/mebqat_maml/arch.py d41d957993fab1fb unverified no licence file found · pointer only
NU-Wave 2: A General Neural Audio Upsampling Model for Various Sampling Rates 17 Jun 2022 mindslab-ai/nuwave2/model.py f3aede0f86dce25f ran · metamorphic tier: deterministic BSD-3-Clause (permissive)
MVSTER: Epipolar Transformer for Efficient Multi-View Stereo 15 Apr 2022 JeffWang987/MVSTER/models/MVS4Net.py 3aafeb0680c73abf ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
FILM: Frame Interpolation for Large Motion 10 Feb 2022 dajes/frame-interpolation-pytorch/interpolator.py 33031ed5f24825b1 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Bridging Video-text Retrieval with Multiple Choice Questions 13 Jan 2022 towhee-io/towhee/towhee/models/bridgeformer/bridge_former_training_block.py cf6f823dcb3ac547 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Curvature-guided dynamic scale networks for Multi-view Stereo 11 Dec 2021 truongkhang/cds-mvsnet/models/model.py 3bc61cf3e881f9be ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
PixelPyramids: Exact Inference Models from Lossless Image Pyramids 17 Oct 2021 visinf/pixelpyramids/unet/pixelcnnpp.py 6387ca84ef0e560e ran fingerprinted Apache-2.0 (permissive)
Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation 20 Sep 2021 baegwangbin/surface_normal_uncertainty/models/submodules/decoder.py f091ebf994fa95e4 ran fingerprinted MIT (permissive)
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision 24 Aug 2021 FerryHuang/SimVLM/simvlm/modeling_simvlm.py 15258dcfb20b4488 ran · metamorphic tier: deterministic no licence file found · pointer only
Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform 21 Aug 2021 micmic123/qmapcompression/models/models.py 57912304b19e055b ran · our draft was wrong no licence file found · pointer only
Pixel Difference Networks for Efficient Edge Detection 16 Aug 2021 zhuoinoulu/pidinet/models/pidinet.py 026700536ed63347 ran fingerprinted licence not identified · pointer only
SnowflakeNet: Point Cloud Completion by Snowflake Point Deconvolution with Skip-Transformer 10 Aug 2021 allenxiangx/snowflakenet/models/model_completion.py 2f63e227a64d6745 ran fingerprinted MIT (permissive)
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 zhanglab-aim/lingo/peftnew/tuners/lora.py 4025b3aa55f8b3e1 ran · metamorphic tier: deterministic fingerprinted GPL-3.0 (copyleft) · pointer only
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 phoebussi/alpaca-cot/peft/src/peft/tuners/lora.py f156ba83a62bfd88 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Point Cloud Upsampling via Disentangled Refinement 9 Jun 2021 ryanphilly/DIS-PU-pytorch/dispu/generator.py b0d00cfbeccb5778 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 towhee-io/towhee/towhee/models/swin_transformer/model.py 18583975af70b0aa ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Continuous Object Representation Networks: Novel View Synthesis without Target View Supervision 30 Jul 2020 nicolaihaeni/corn/models/layers/blocks.py e6c0ebe78ed7f17f unverified MIT (permissive)
Neural Networks with Recurrent Generative Feedback 17 Jul 2020 yjhuangcd/CNNF/cnnf/layers.py 291afb8a874ef9f3 ran fingerprinted MIT (permissive)
Pruning neural networks without any data by iteratively conserving synaptic flow 9 Jun 2020 iurada/px-ntk-pruning/lib/pruners.py d526bce01cf543a6 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Gradient Boosted Normalizing Flows 27 Feb 2020 robert-giaquinto/gradient-boosted-normalizing-flows/models/boosted_flow.py 2d7d6fd92e4989a5 ran MIT (permissive)
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection 5 Mar 2019 zhixinwang/frustum-convnet/models/common.py ce58b42def83bfb4 unverified MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 ialhashim/StyleGAN-Tensorflow2/stylegan.py 2e76d2c6f82316e7 ran GPL-3.0 (copyleft) · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 podgorskiy/StyleGAN_Blobless/net.py 013751315bd5d53c ran fingerprinted no licence file found · pointer only
Glow: Generative Flow with Invertible 1x1 Convolutions 9 Jul 2018 y0ast/Glow-PyTorch/model.py d15a5ce5143a7f33 ran licence not identified · pointer only
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space 7 Jun 2017 zyang-ur/SAT/referit3d/external_tools/pointnet2/pointnet2_modules.py 196a75317b3cf7d1 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space 7 Jun 2017 tao-tao-tao-tao-tao/diffusion_suction/train/models/backbone2/pointnet2/pointnet2_backbone.py 13cd8bfa92565fb3 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space 7 Jun 2017 referit3d/referit3d/referit3d/models/backbone/point_net_pp.py 11786f1c29af0e47 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 dkalpakchi/ReproducingSCAPytorch/few_shot_learning_system.py b0978ebdb0ce3ed2 ran fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 sk1123344/U-2-NET-and-U-NET/unet.py 218d84bfc034b381 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only

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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