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downsample

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

downsample appears in the code Syntology harvested for 59 papers, as 34 distinct code bodies found in 60 places (a place is one code body under one paper). At least one of them ran in 34 of the papers; 5 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 downsample 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 15 of the 34 distinct code bodies named downsample; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
5ran · fixture could not drive it
7ran
19unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 60 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

59 papers shown of 59, newest first; 60 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; 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
Beyond Visual Fidelity: Benchmarking Super-Resolution Models for Large-Scale Remote Sensing Imagery via Downstream Task Integration added by Syntology 2026-05 (from id) ai-spatial/GeoSR-Bench/MODIS_L8/SR_Models/SRNO_M2L8/utils.py cc216a67cd17e6e0 ran no licence file found · pointer only
High-dimensional inference for the γ-ray sky with differentiable programming added by Syntology 2026-04 (from id) yitiansun/gce-prob-prog/utils/map_utils.py 177e100d810173da unverified MIT (permissive)
SDiaReward: Modeling and Benchmarking Spoken Dialogue Rewards with Modality and Colloquialness added by Syntology 2026-03 (from id) Anjok07/ultimatevocalremovergui/demucs/model.py 07fa2ca4b8bf0830 unverified MIT (permissive)
Trajectory Stitching for Solving Inverse Problems with Flow-Based Models added by Syntology 2026-02 (from id) annegnx/PnP-Flow/pnpflow/models.py 64fff7f072e05415 unverified no licence file found · pointer only
Locate 3D: Real-World Object Localization via Self-Supervised Learning in 3D 19 Apr 2025 facebookresearch/locate-3d/models/locate_3d.py 43bdff2aef74d168 ran · our draft was wrong licence not identified · pointer only
SocialJax: An Evaluation Suite for Multi-agent Reinforcement Learning in Sequential Social Dilemmas 18 Mar 2025 cooperativex/SocialJax/socialjax/environments/cleanup/rendering.py 59df34732c3e3418 unverified Apache-2.0 (permissive)
Mellow: a small audio language model for reasoning 11 Mar 2025 soham97/mellow/mellow/model/decoder.py 93883289ece4faef unverified MIT (permissive)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration 3 Nov 2024 xl-tang3/RCOT/utils.py 44edb0056e842ff7 ran · fixture could not drive it no licence file found · pointer only
ELF-Gym: Evaluating Large Language Models Generated Features for Tabular Prediction 13 Oct 2024 Lilyzhangyanlin/ELF-Gym/evaluator/utils.py a11a3c364906cfe8 ran no licence file found · pointer only
Robust Guided Diffusion for Offline Black-Box Optimization 1 Oct 2024 ggchen1997/rgd/lib/models/unet.py ef6f72e6d46be16e ran · our draft was wrong no licence file found · pointer only
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition 22 Jul 2024 liujf69/MMCL-Action/feeders/tools.py 8b14974e8aa7320f ran no licence file found · pointer only
Planning in a recurrent neural network that plays Sokoban 22 Jul 2024 alignmentresearch/learned-planner/learned_planner/interp/collect_dataset.py c65d2058bbfc8234 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
VFIMamba: Video Frame Interpolation with State Space Models 2 Jul 2024 mcg-nju/vfimamba/model/loss.py 1f6001e1c3b06556 ran fingerprinted Apache-2.0 (permissive)
LAVIB: A Large-scale Video Interpolation Benchmark 14 Jun 2024 alexandrosstergiou/lavib/VFI_codebases/EMA-VFI/model/loss.py 1f6001e1c3b06556 ran fingerprinted no licence file found · pointer only
ReViT: Enhancing Vision Transformers Feature Diversity with Attention Residual Connections 17 Feb 2024 adiko1997/revit/model/attention.py 07d1986e7f19e873 ran MIT (permissive)
Taylor Videos for Action Recognition 5 Feb 2024 LeiWangR/video-ar/backbone/feeder/tools.py 8b14974e8aa7320f ran no licence file found · pointer only
Learning Mutual Excitation for Hand-to-Hand and Human-to-Human Interaction Recognition 4 Feb 2024 nkliuyifang/me-gcn/feeders/tools.py 8b14974e8aa7320f ran no licence file found · pointer only
Adversarial Training on Purification (AToP): Advancing Both Robustness and Generalization 29 Jan 2024 glin2022/atop/classifiers/attribute_classifier.py a56784666af5bd6d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Navigating Open Set Scenarios for Skeleton-based Action Recognition 11 Dec 2023 kpeng9510/os-sar/feeders/tools.py 8b14974e8aa7320f ran no licence file found · pointer only
Detecting and Corrupting Convolution-based Unlearnable Examples 30 Nov 2023 wxldragon/coin/classifiers/attribute_classifier.py a56784666af5bd6d ran · fixture could not drive it fingerprinted MIT (permissive)
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation 4 Aug 2023 jinyuanliu-cv/segmif/lap_loss.py 1f6001e1c3b06556 ran fingerprinted no licence file found · pointer only
FlipNeRF: Flipped Reflection Rays for Few-shot Novel View Synthesis 30 Jun 2023 shawn615/FlipNeRF/internal/datasets.py ccbd6b71ec7797a2 unverified MIT (permissive)
Towards Stability of Autoregressive Neural Operators 18 Jun 2023 identical code first harvested elsewhere dccab4283520c059 ran · fixture could not drive it fingerprinted licence of this copy not recorded
Topology-Aware Uncertainty for Image Segmentation 9 Jun 2023 iMED-Lab/CS-Net/model/csnet.py a7606e101556581b ran · metamorphic tier: deterministic MIT (permissive)
Overcoming Topology Agnosticism: Enhancing Skeleton-Based Action Recognition through Redefined Skeletal Topology Awareness 19 May 2023 zhouyuxuanyx/blockgcn/feeders/tools.py 8b14974e8aa7320f ran Apache-2.0 (permissive)
Generative Sliced MMD Flows with Riesz Kernels 19 May 2023 johertrich/sliced_MMD_flows/utils/unet.py ef6f72e6d46be16e ran · our draft was wrong MIT (permissive)
Gaussian processes at the Helm(holtz): A more fluid model for ocean currents 20 Feb 2023 renatoberlinghieri/helmholtz-gp/helmholtz_gp/utils.py 614b2b6a7a1c6bd2 unverified MIT (permissive)
MixNeRF: Modeling a Ray with Mixture Density for Novel View Synthesis from Sparse Inputs 17 Feb 2023 shawn615/MixNeRF/internal/datasets.py ccbd6b71ec7797a2 unverified MIT (permissive)
Hypergraph Transformer for Skeleton-based Action Recognition 17 Nov 2022 ZhouYuxuanYX/Hypergraph-Transformer-for-Skeleton-based-Action-Recognition/feeders/tools.py 8b14974e8aa7320f ran Apache-2.0 (permissive)
Hybrid Transformers for Music Source Separation 15 Nov 2022 zhaozhipeng1997/demucs_ascend910_pytorch/demucs/model.py 07fa2ca4b8bf0830 unverified MIT recorded; this copy not marked cleared · pointer only
Unsupervised Object Representation Learning using Translation and Rotation Group Equivariant VAE 24 Oct 2022 smlc-nysbc/target-vae/src/image.py 65871fecaa6f5b52 unverified MIT (permissive)
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition 23 Aug 2022 Jho-Yonsei/HD-GCN/feeders/tools.py 8b14974e8aa7320f ran MIT (permissive)
Modular Lifelong Reinforcement Learning via Neural Composition 1 Jul 2022 Lifelong-ML/Mendez2022ModularLifelongRL/Discrete2D/gym-minigrid/gym_minigrid/rendering.py 59df34732c3e3418 unverified Apache-2.0 (permissive)
An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments 23 May 2022 aklein1995/intrinsic_motivation_techniques_study/gym_minigrid/rendering.py 59df34732c3e3418 unverified MIT (permissive)
Diffusion Models for Adversarial Purification 16 May 2022 chail/gan-ensembling/networks/classifiers/attribute_utils.py a56784666af5bd6d ran · fixture could not drive it fingerprinted MIT (permissive)
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators 22 Feb 2022 nvlabs/fourcastnet/inference/inference.py dccab4283520c059 ran · fixture could not drive it fingerprinted licence not identified · pointer only
Neural Optimal Transport 28 Jan 2022 milenagazdieva/extremalneuraloptimaltransport/src/tools.py 11c9838304ae9c60 unverified MIT (permissive)
Spatio-Temporal Tuples Transformer for Skeleton-Based Action Recognition 8 Jan 2022 heleiqiu/sttformer/feeders/tools.py 8b14974e8aa7320f ran MIT (permissive)
In a Nutshell, the Human Asked for This: Latent Goals for Following Temporal Specifications 18 Oct 2021 bgleon/latent-goal-architectures/gym_minigrid/rendering.py 59df34732c3e3418 unverified Apache-2.0 (permissive)
Computational Benefits of Intermediate Rewards for Goal-Reaching Policy Learning 8 Jul 2021 kebaek/minigrid/gym-minigrid/gym_minigrid/rendering.py 59df34732c3e3418 unverified MIT (permissive)
Maximum Likelihood Training of Score-Based Diffusion Models 22 Jan 2021 CW-Huang/sdeflow-light/lib/models/unet.py ef6f72e6d46be16e ran · our draft was wrong MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 CW-Huang/sdeflow-light/lib/models/unet.py 1f1e204a00309655 ran · our draft was wrong MIT (permissive)
Multipole Graph Neural Operator for Parametric Partial Differential Equations 16 Jun 2020 wumming/graph-pde/graph-neural-operator/utilities.py 277840aab9b385e7 unverified MIT (permissive)
COVID-Net: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest X-Ray Images 22 Mar 2020 j-nowak/covid-19/train/simple_residual.py d2283950612c1d6d unverified MIT (permissive)
Neural SDE: Stabilizing Neural ODE Networks with Stochastic Noise 5 Jun 2019 xuanqing94/NeuralSDE/models/flow_net.py 46e8e9e9cfb1b872 ran · fixture could not drive it licence not identified · pointer only
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition 26 Apr 2019 limaosen0/AS-GCN/feeder/tools.py 8b14974e8aa7320f ran BSD-2-Clause (permissive)
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation 20 Sep 2018 IliasDG/Demucs_Project/demucs/model.py 07fa2ca4b8bf0830 unverified MIT recorded; this copy not marked cleared · pointer only
Glow: Generative Flow with Invertible 1x1 Convolutions 9 Jul 2018 openai/glow/data_loaders/get_mnist_cifar.py 4244673181bf9f2d unverified MIT (permissive)
Infrared and Visible Image Fusion using a Deep Learning Framework 19 Apr 2018 JorgeFCS/Deep-Learning-fire-segmentation/Models/fire_gan.py 68922abe9828bbd9 unverified MIT (permissive)
A Twofold Siamese Network for Real-Time Object Tracking 24 Feb 2018 Microsoft/SA-Siam/datasets/vid.py 19796cd7aaf0298b unverified MIT (permissive)
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising 11 Oct 2017 Aoi-hosizora/FFDNet_pytorch/utils.py 32cbb0bf667d4344 unverified MIT (permissive)
SEGAN: Speech Enhancement Generative Adversarial Network 28 Mar 2017 develooper1994/MasterThesis/clean.py fba9aaf89912df38 unverified no licence file found · pointer only
Image-to-Image Translation with Conditional Adversarial Networks 21 Nov 2016 laclark/cuneiform_lineart/lineart_generator/pix2pix/generator.py 89b54f3273fad7e5 unverified MIT (permissive)
Perceptual Losses for Real-Time Style Transfer and Super-Resolution 27 Mar 2016 ZyoungXu/MoSt-DSA/model/loss.py 1f6001e1c3b06556 ran fingerprinted Apache-2.0 (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 banus/umf_unet/ensemble/models.py b8e4a5139fbab647 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 DavidCastilloAlvarado/U-NET_AUTOENCODER/autoencoder_model.py 1eeb2390227ae28e unverified MIT (permissive)
Challenges in Representation Learning: A report on three machine learning contests 1 Jul 2013 phamquiluan/ResidualMaskingNetwork/models/attention.py 40bd1ec9fed0d874 unverified MIT (permissive)
arXiv:ijcai2022_0511 bruceyo/EGCN/feeder/tools.py 8b14974e8aa7320f ran BSD-2-Clause (permissive)
arXiv:aaai_27987 ajevnisek/optimize-and-reduce/models/pyramid.py 1f6001e1c3b06556 ran fingerprinted MIT (permissive)
arXiv:03697 jerry-wjh/UbH-GCN/feeders/tools.py 8b14974e8aa7320f 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