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avg_pool_nd

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

avg_pool_nd appears in the code Syntology harvested for 83 papers, as 3 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 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 avg_pool_nd 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 0 of the 3 distinct code bodies named avg_pool_nd; 3 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
0ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 26 of the 83 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

83 papers shown of 83, newest first; 83 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 2 papers added by Syntology; 5 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
Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level Pretrained Diffusion Features added by Syntology 2025-12 (from id) openai/guided-diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Enhancing Diffusion Model Guidance through Calibration and Regularization added by Syntology 2025-11 (from id) ajavid34/guided-info-diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
DiffO: Single-step Diffusion for Image Compression at Ultra-Low Bitrates 19 Jun 2025 freemasti/diffo/models/basic_ops.py ecd0fc28815b65ae unverified no licence file found · pointer only
Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing 11 Mar 2025 FengodChen/DMP-DUN-CVPR2025/models/Guided_Diffusion.py 51950b12318e7d94 unverified MIT (permissive)
arXiv:2502.02941 2025-02 (from id) Thinklab-SJTU/Fast-T2T/diffusion/models/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Compressed Image Generation with Denoising Diffusion Codebook Models 3 Feb 2025 DDCM-2025/ddcm-compressed-image-generation/ddcm/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offs 12 Dec 2024 yuanzhi-zhu/oftsr/models/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Diffusion-based Visual Anagram as Multi-task Learning 3 Dec 2024 pixtella/anagram-mtl/glide_text2im/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Physics Informed Distillation for Diffusion Models 13 Nov 2024 pantheon5100/pid_diffusion/cm/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model 31 Oct 2024 Leiii-Cao/Text-DiFuse/diffusion_fusion/nn_util.py ecd0fc28815b65ae unverified MIT (permissive)
Volumetric Conditioning Module to Control Pretrained Diffusion Models for 3D Medical Images 29 Oct 2024 Ahn-Ssu/VCM/models/adapters.py ecd0fc28815b65ae unverified no licence file found · pointer only
Variational Diffusion Posterior Sampling with Midpoint Guidance 13 Oct 2024 yazidjanati/mgps/src/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Diffusion State-Guided Projected Gradient for Inverse Problems 4 Oct 2024 LituRout/PSLD/diffusion-posterior-sampling/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
AI-assisted super-resolution cosmological simulations IV: An emulator for deterministic realizations 2024-08 (from id) xwzhang98/SREmulator/map2map/map2map/models/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Inverse Problems with Diffusion Models: A MAP Estimation Perspective 27 Jul 2024 guthasaibharathchandra/MAP-GA/cm/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems 23 Jul 2024 mlvlab/davi/cm/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Self-Guided Generation of Minority Samples Using Diffusion Models 16 Jul 2024 soobin-um/sg-minority/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Read, Watch and Scream! Sound Generation from Text and Video 8 Jul 2024 naver-ai/rewas/audioldm/diffusionmodules/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors 29 May 2024 zihuiwu/PnP-DM-public/pnpdm/models/unet_adm/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Diffusion Rejection Sampling 28 May 2024 aailabkaist/DiffRS/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation 28 May 2024 SonyResearch/MMDisCo/mmdisco/models/residual_predictor/nn.py ecd0fc28815b65ae unverified MIT (permissive)
UnMarker: A Universal Attack on Defensive Image Watermarking 14 May 2024 andrekassis/ai-watermark/modules/attack/diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
POPDG: Popular 3D Dance Generation with PopDanceSet 2024-05 (from id) Luke-Luo1/POPDG/model/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching 27 Mar 2024 jchemseddine/conditional_wasserstein_distances/utils/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction 25 Mar 2024 x1xu/diffusion-plug-and-play/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Divide-and-Conquer Posterior Sampling for Denoising Diffusion Priors 18 Mar 2024 badr-moufad/dcps/src/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Decoupled Data Consistency with Diffusion Purification for Image Restoration 10 Mar 2024 morefre/decoupled-data-consistency-with-diffusion-purification-for-image-restoration/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data 26 Feb 2024 pcsl-epfl/forward-backward-diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Diffusion Posterior Proximal Sampling for Image Restoration 25 Feb 2024 74587887/dpps_code/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion 22 Feb 2024 meowuu7/geneoh-diffusion/diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
AnimateLCM: Computation-Efficient Personalized Style Video Generation without Personalized Video Data 1 Feb 2024 g-u-n/animatelcm/animatelcm_sd15/animatelcm/models/adapter.py ecd0fc28815b65ae unverified MIT (permissive)
Fair Sampling in Diffusion Models through Switching Mechanism 6 Jan 2024 uzn36/attributeswitching/unets.py ecd0fc28815b65ae unverified no licence file found · pointer only
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation 21 Dec 2023 nina-weng/fastdime_med/models/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Multi-scale Reconstruction of Turbulent Rotating Flows with Generative Diffusion Models 2023-12 (from id) smartturb/palette-turb/models/guided_diffusion_modules/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Kernel Diffusion: An Alternate Approach to Blind Deconvolution 4 Dec 2023 sanghviyashiitb/kernel-diff/models/nn.py ecd0fc28815b65ae unverified MIT (permissive)
DiffiT: Diffusion Vision Transformers for Image Generation 4 Dec 2023 nvlabs/diffit/diffit/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
SinSR: Diffusion-Based Image Super-Resolution in a Single Step 23 Nov 2023 wyf0912/sinsr/models/basic_ops.py ecd0fc28815b65ae unverified no licence file found · pointer only
ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts 24 Oct 2023 dili-lab/scandl/scandl/utils/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution 1 Sep 2023 claroche-r/fastdiffusionem/guided_diffusion/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Patched Denoising Diffusion Models For High-Resolution Image Synthesis 2 Aug 2023 mlpc-ucsd/patch-dm/model/nn.py ecd0fc28815b65ae unverified no licence file found · pointer only
Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry 24 Jul 2023 enkeejunior1/Diffusion-Pullback/src/models/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting 23 Jul 2023 zsyOAOA/ResShift/models/basic_ops.py ecd0fc28815b65ae unverified no licence file found · pointer only
Synthetic Lagrangian Turbulence by Generative Diffusion Models 17 Jul 2023 smartturb/diffusion-lagr/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
DoseDiff: Distance-aware Diffusion Model for Dose Prediction in Radiotherapy 28 Jun 2023 whisney/dosediff/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Generative Semantic Communication: Diffusion Models Beyond Bit Recovery 7 Jun 2023 ispamm/gesco/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Intellectual Property Protection of Diffusion Models via the Watermark Diffusion Process 6 Jun 2023 senp98/wdm/wdm/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Image generation with shortest path diffusion 1 Jun 2023 mtkresearch/shortest-path-diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion Model 31 May 2023 shaoyanpan/Synthetic-CT-generation-from-MRI-using-3D-transformer-based-denoising-diffusion-model/network/util_network.py ecd0fc28815b65ae unverified MIT (permissive)
Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising 29 May 2023 g-u-n/gen-l-video/glv/models/unet.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement Learning 25 Apr 2023 thu-ml/cep-energy-guided-diffusion/images/guided_diffusion/new.py ecd0fc28815b65ae unverified MIT (permissive)
Nerfbusters: Removing Ghostly Artifacts from Casually Captured NeRFs 20 Apr 2023 ethanweber/nerfbusters/nerfbusters/models/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Deep Momentum Multi-Marginal Schrödinger Bridge 3 Mar 2023 TianrongChen/DMSB/models/utils.py ecd0fc28815b65ae unverified MIT (permissive)
Consistency Models 2 Mar 2023 openai/consistency_models/cm/nn.py ecd0fc28815b65ae unverified MIT (permissive)
DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization 16 Feb 2023 edward-sun/difusco/difusco/models/nn.py ecd0fc28815b65ae unverified MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Domain Expansion of Image Generators 12 Jan 2023 identical code first harvested elsewhere ecd0fc28815b65ae unverified licence of this copy not recorded
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 1 Dec 2022 ipc-lab/deepjscc-diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Shifted Diffusion for Text-to-image Generation 24 Nov 2022 drboog/Shifted_Diffusion/model_lib/diffusion/nn.py ecd0fc28815b65ae unverified CC0-1.0 (permissive)
Person Image Synthesis via Denoising Diffusion Model 22 Nov 2022 ankanbhunia/PIDM/models/nn.py ecd0fc28815b65ae unverified MIT (permissive)
SinDiffusion: Learning a Diffusion Model from a Single Natural Image 22 Nov 2022 weilunwang/sindiffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning with Masked Autoencoders 16 Nov 2022 Nithin-GK/UniteandConquer/class_utils/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Is synthetic data from generative models ready for image recognition? 14 Oct 2022 CVMI-Lab/SyntheticData/src/glide_text2im/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance 3 Oct 2022 KU-CVLAB/Self-Attention-Guidance/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT recorded; this copy not marked cleared · pointer only
Neural Wavelet-domain Diffusion for 3D Shape Generation 19 Sep 2022 edward1997104/Wavelet-Generation/models/module/nn.py ecd0fc28815b65ae unverified MIT (permissive)
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models 24 Aug 2022 nithin-gk/at-ddpm/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Wavelet Score-Based Generative Modeling 9 Aug 2022 andreasfloros/cascaded-wavelet-diffusion/improved_diffusion.py ecd0fc28815b65ae unverified MIT (permissive)
Semantic Image Synthesis via Diffusion Models 30 Jun 2022 marinadominguez/diffusion-for-us-images/semantic_diffusion_model/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Generative Modelling With Inverse Heat Dissipation 21 Jun 2022 aaltoml/generative-inverse-heat-dissipation/model_code/nn.py ecd0fc28815b65ae unverified MIT (permissive)
(Certified!!) Adversarial Robustness for Free! 21 Jun 2022 ethz-privsec/diffusion_denoised_smoothing/imagenet/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Diffusion Models for Video Prediction and Infilling 15 Jun 2022 Tobi-r9/RaMViD/diffusion_openai/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Accelerating Diffusion Models via Early Stop of the Diffusion Process 25 May 2022 zhaoyanglyu/early_stopped_ddpm/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT recorded; this copy not marked cleared · pointer only
Diffusion Models for Counterfactual Explanations 29 Mar 2022 guillaumejs2403/DiME/core/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Diffusion Models for Medical Anomaly Detection 8 Mar 2022 JuliaWolleb/diffusion-anomaly/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Diffusion Models for Implicit Image Segmentation Ensembles 6 Dec 2021 marrlab/dispr/guided_diffusion/nn.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Blended Diffusion for Text-driven Editing of Natural Images 29 Nov 2021 omriav/blended-diffusion/guided_diffusion/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Few-shot Image Generation with Mixup-based Distance Learning 23 Nov 2021 rowerliu/adbd/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory 21 Oct 2021 ghliu/sb-fbsde/models/utils.py ecd0fc28815b65ae unverified Apache-2.0 (permissive)
Denoising Diffusion Implicit Models 6 Oct 2020 dan8991/Image-coding-perceptual-enhancement-with-diffusion-models/improved_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ashwin-Pokharel/base_diffusion/model.py 51950b12318e7d94 unverified no licence file found · pointer only
arXiv:ijcai2024_0527 Ouzaixin/ResDM/model.py c3b2078c5b309ab9 unverified MIT (permissive)
arXiv:aaai_28602 Sainzerjj/SFERD/unet/student_unet.py ecd0fc28815b65ae unverified MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/nn.py ecd0fc28815b65ae unverified MIT (permissive)
arXiv:Liu_DOLCE_A_Model-Based_Probabilistic_Diffusion_Framework_for_Limited-Angle_CT_Reconstruction_ICCV_2023_paper wustl-cig/DOLCE/guided_diffusion/nn.py ecd0fc28815b65ae 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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