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mpi_weighted_mean

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

mpi_weighted_mean appears in the code Syntology harvested for 55 papers, as 3 distinct code bodies found in 55 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 mpi_weighted_mean 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 mpi_weighted_mean; 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: 13 of the 55 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

55 papers shown of 55, newest first; 55 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 3 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
Diffusion Model-Based Data Augmentation for Enhanced Neuron Segmentation added by Syntology 2026-01 (from id) HeadLiuYun/NeuroDiff/diffusion_model/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
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/logger.py e515a67f7f32e76d unverified MIT (permissive)
Enhancing Diffusion Model Guidance through Calibration and Regularization added by Syntology 2025-11 (from id) ajavid34/guided-info-diffusion/guided_diffusion/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Physics Informed Distillation for Diffusion Models 13 Nov 2024 pantheon5100/pid_diffusion/cm/logger.py e515a67f7f32e76d unverified MIT (permissive)
Inverse Problems with Diffusion Models: A MAP Estimation Perspective 27 Jul 2024 guthasaibharathchandra/MAP-GA/cm/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems 23 Jul 2024 mlvlab/davi/cm/logger.py e515a67f7f32e76d unverified MIT (permissive)
Self-Guided Generation of Minority Samples Using Diffusion Models 16 Jul 2024 soobin-um/sg-minority/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
ECLIPSE: Expunging Clean-label Indiscriminate Poisons via Sparse Diffusion Purification 21 Jun 2024 cgcl-codes/eclipse/improved_diff_utils/logger.py e515a67f7f32e76d unverified MIT (permissive)
Diffusion Rejection Sampling 28 May 2024 aailabkaist/DiffRS/guided_diffusion/logger.py e515a67f7f32e76d unverified Apache-2.0 (permissive)
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models 27 May 2024 yuanzhi-zhu/DiffPIR/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Out-of-Distribution Detection with a Single Unconditional Diffusion Model 20 May 2024 clear-nus/diffpath/improved_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection 16 May 2024 HansSunY/DiffAM/models/improved_ddpm/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models 27 Apr 2024 akomand/causaldiffae/improved_diffusion/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching 27 Mar 2024 jchemseddine/conditional_wasserstein_distances/utils/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Self-Rectifying Diffusion Sampling with Perturbed-Attention Guidance 26 Mar 2024 KU-CVLAB/Perturbed-Attention-Guidance/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
SemCity: Semantic Scene Generation with Triplane Diffusion 12 Mar 2024 zoomin-lee/semcity/diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data 26 Feb 2024 pcsl-epfl/forward-backward-diffusion/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion 22 Feb 2024 meowuu7/geneoh-diffusion/diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation 21 Dec 2023 nina-weng/fastdime_med/models/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Multi-scale Reconstruction of Turbulent Rotating Flows with Generative Diffusion Models 2023-12 (from id) smartturb/repaint-turb/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
DiffiT: Diffusion Vision Transformers for Image Generation 4 Dec 2023 nvlabs/diffit/diffit/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
Do text-free diffusion models learn discriminative visual representations? 29 Nov 2023 soumik-kanad/diffssl/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts 24 Oct 2023 dili-lab/scandl/scandl/utils/logger.py e515a67f7f32e76d 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/logger.py e515a67f7f32e76d unverified no licence file found · pointer only
DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion Models 15 Aug 2023 cure-lab/DiffGuard/guided_diffusion/logger.py e515a67f7f32e76d 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/logger.py e515a67f7f32e76d unverified Apache-2.0 (permissive)
Synthetic Lagrangian Turbulence by Generative Diffusion Models 17 Jul 2023 smartturb/diffusion-lagr/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Intellectual Property Protection of Diffusion Models via the Watermark Diffusion Process 6 Jun 2023 senp98/wdm/wdm/logger.py e515a67f7f32e76d unverified MIT (permissive)
Image generation with shortest path diffusion 1 Jun 2023 mtkresearch/shortest-path-diffusion/guided_diffusion/logger.py 76ce3502e9236621 unverified Apache-2.0 (permissive)
Denoising Diffusion Models for Plug-and-Play Image Restoration 15 May 2023 yuanzhi-zhu/diffpir/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (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/logger.py e515a67f7f32e76d unverified MIT (permissive)
LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation 30 Mar 2023 dcdcvgroup/layout-diffusion-mindspore/layout_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class Labels 15 Mar 2023 crosszamirski/guided-i2i/guided_diffusion/logger.py e515a67f7f32e76d unverified Apache-2.0 (permissive)
Consistency Models 2 Mar 2023 openai/consistency_models/cm/logger.py e515a67f7f32e76d unverified MIT (permissive)
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration 30 Jan 2023 sony/gibbsddrm/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation 19 Dec 2022 researchmm/mm-diffusion/mm_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Empowering Diffusion Models on the Embedding Space for Text Generation 19 Dec 2022 zhjgao/difformer/improved_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 1 Dec 2022 ipc-lab/deepjscc-diffusion/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
SinDiffusion: Learning a Diffusion Model from a Single Natural Image 22 Nov 2022 weilunwang/sindiffusion/guided_diffusion/logger.py e515a67f7f32e76d 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/logger.py e515a67f7f32e76d unverified MIT recorded; this copy not marked cleared · pointer only
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models 24 Aug 2022 nithin-gk/at-ddpm/guided_diffusion/logger.py e515a67f7f32e76d unverified Apache-2.0 (permissive)
Semantic Image Synthesis via Diffusion Models 30 Jun 2022 marinadominguez/diffusion-for-us-images/semantic_diffusion_model/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
(Certified!!) Adversarial Robustness for Free! 21 Jun 2022 ethz-privsec/diffusion_denoised_smoothing/imagenet/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Diffusion Models for Video Prediction and Infilling 15 Jun 2022 Tobi-r9/RaMViD/diffusion_openai/logger.py e515a67f7f32e76d unverified MIT (permissive)
Accelerating Diffusion Models via Early Stop of the Diffusion Process 25 May 2022 zhaoyanglyu/early_stopped_ddpm/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT recorded; this copy not marked cleared · pointer only
Diffusion Models for Counterfactual Explanations 29 Mar 2022 guillaumejs2403/DiME/core/logger.py e515a67f7f32e76d unverified MIT (permissive)
Diffusion Models for Medical Anomaly Detection 8 Mar 2022 JuliaWolleb/diffusion-anomaly/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Diffusion Models for Implicit Image Segmentation Ensembles 6 Dec 2021 marrlab/dispr/guided_diffusion/logger.py e515a67f7f32e76d unverified Apache-2.0 (permissive)
Blended Diffusion for Text-driven Editing of Natural Images 29 Nov 2021 omriav/blended-diffusion/guided_diffusion/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Few-shot Image Generation with Mixup-based Distance Learning 23 Nov 2021 rowerliu/adbd/guided_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Denoising Diffusion Implicit Models 6 Oct 2020 dan8991/Image-coding-perceptual-enhancement-with-diffusion-models/improved_diffusion/logger.py e515a67f7f32e76d unverified MIT (permissive)
Phasic Policy Gradient 9 Sep 2020 openai/phasic-policy-gradient/phasic_policy_gradient/logger.py fc70defdf687afcb unverified MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/logger.py e515a67f7f32e76d 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/logger.py e515a67f7f32e76d 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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