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unflatten_master_params

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

unflatten_master_params appears in the code Syntology harvested for 90 papers, as 4 distinct code bodies found in 90 places (a place is one code body under one paper). At least one of them ran in 72 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 unflatten_master_params 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 1 of the 4 distinct code bodies named unflatten_master_params; 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
1ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 29 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

90 papers shown of 90, 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 6 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
Generated Images Are Easier to Forget: A Machine Unlearning Perspective for Synthetic Image Detection added by Syntology 2026-08 (from id) ZhendongWang6/DIRE/guided-diffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Diffusion Model-Based Data Augmentation for Enhanced Neuron Segmentation added by Syntology 2026-01 (from id) HeadLiuYun/NeuroDiff/diffusion_model/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Human Motion Synthesis in 3D Scenes via Unified Scene Semantic Occupancy added by Syntology 2025-11 (from id) jingyugong/SSOMotion/diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Enhancing Diffusion Model Guidance through Calibration and Regularization added by Syntology 2025-11 (from id) ajavid34/guided-info-diffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Time-Embedded Algorithm Unrolling for Computational MRI added by Syntology 2025-10 (from id) JN-Yun/TE-Unrolling-MRI/Unrolled_Net/unet/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
DiffO: Single-step Diffusion for Image Compression at Ultra-Low Bitrates 19 Jun 2025 freemasti/diffo/models/fp16_util.py 30e43bcf12d042b0 unverified no licence file found · pointer only
Improved Diffusion-based Generative Model with Better Adversarial Robustness 24 Feb 2025 kugwzk/AT_Diff/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Compressed Image Generation with Denoising Diffusion Codebook Models 3 Feb 2025 DDCM-2025/ddcm-compressed-image-generation/ddcm/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Bayesian Deconvolution of Astronomical Images with Diffusion Models: Quantifying Prior-Driven Features in Reconstructions 28 Nov 2024 astrodeepnet/diffusion4astro/improved_diffusion/fp16_util.py 2299426a41c415e7 unverified MIT (permissive)
Physics Informed Distillation for Diffusion Models 13 Nov 2024 pantheon5100/pid_diffusion/cm/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
TopoDiffusionNet: A Topology-aware Diffusion Model 22 Oct 2024 Saumya-Gupta-26/TopoDiffusionNet/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Variational Diffusion Posterior Sampling with Midpoint Guidance 13 Oct 2024 yazidjanati/mgps/src/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Diffusion State-Guided Projected Gradient for Inverse Problems 4 Oct 2024 LituRout/PSLD/diffusion-posterior-sampling/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Exploring Low-Dimensional Subspaces in Diffusion Models for Controllable Image Editing 4 Sep 2024 chicychen/loco-edit/src/models/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Inverse Problems with Diffusion Models: A MAP Estimation Perspective 27 Jul 2024 guthasaibharathchandra/MAP-GA/cm/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems 23 Jul 2024 mlvlab/davi/cm/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Self-Guided Generation of Minority Samples Using Diffusion Models 16 Jul 2024 soobin-um/sg-minority/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing 1 Jul 2024 zhangbingliang2019/DAPS/model/ddpm/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
ECLIPSE: Expunging Clean-label Indiscriminate Poisons via Sparse Diffusion Purification 21 Jun 2024 cgcl-codes/eclipse/improved_diff_utils/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors 29 May 2024 zihuiwu/PnP-DM-public/pnpdm/models/unet_adm/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Diffusion Rejection Sampling 28 May 2024 aailabkaist/DiffRS/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models 27 May 2024 yuanzhi-zhu/DiffPIR/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Out-of-Distribution Detection with a Single Unconditional Diffusion Model 20 May 2024 clear-nus/diffpath/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems 17 May 2024 hanyu-chen373/deepdataconsistency/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection 16 May 2024 HansSunY/DiffAM/models/improved_ddpm/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
UnMarker: A Universal Attack on Defensive Image Watermarking 14 May 2024 andrekassis/ai-watermark/modules/attack/diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models 27 Apr 2024 akomand/causaldiffae/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified no licence file found · pointer only
Unifying Bayesian Flow Networks and Diffusion Models through Stochastic Differential Equations 24 Apr 2024 ML-GSAI/BFN-Solver/networks/unet_improved.py 30e43bcf12d042b0 unverified no licence file found · pointer only
Latent Watermark: Inject and Detect Watermarks in Latent Diffusion Space 30 Mar 2024 richardsunnymeng/latentwatermark/utils/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching 27 Mar 2024 jchemseddine/conditional_wasserstein_distances/utils/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Self-Rectifying Diffusion Sampling with Perturbed-Attention Guidance 26 Mar 2024 KU-CVLAB/Perturbed-Attention-Guidance/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction 25 Mar 2024 x1xu/diffusion-plug-and-play/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Divide-and-Conquer Posterior Sampling for Denoising Diffusion Priors 18 Mar 2024 badr-moufad/dcps/src/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
SemCity: Semantic Scene Generation with Triplane Diffusion 12 Mar 2024 zoomin-lee/semcity/diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Decoupled Data Consistency with Diffusion Purification for Image Restoration 10 Mar 2024 morefre/decoupled-data-consistency-with-diffusion-purification-for-image-restoration/guided_diffusion/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Diffusion Posterior Proximal Sampling for Image Restoration 25 Feb 2024 74587887/dpps_code/guided_diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion 22 Feb 2024 meowuu7/geneoh-diffusion/diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
From Audio to Photoreal Embodiment: Synthesizing Humans in Conversations 3 Jan 2024 facebookresearch/audio2photoreal/diffusion/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation 21 Dec 2023 nina-weng/fastdime_med/models/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Kernel Diffusion: An Alternate Approach to Blind Deconvolution 4 Dec 2023 sanghviyashiitb/kernel-diff/models/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
DiffiT: Diffusion Vision Transformers for Image Generation 4 Dec 2023 nvlabs/diffit/diffit/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion? 30 Nov 2023 zhengyuezhao/gridpure/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Do text-free diffusion models learn discriminative visual representations? 29 Nov 2023 soumik-kanad/diffssl/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
InterControl: Zero-shot Human Interaction Generation by Controlling Every Joint 27 Nov 2023 zhenzhiwang/intercontrol/diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
SinSR: Diffusion-Based Image Super-Resolution in a Single Step 23 Nov 2023 wyf0912/sinsr/models/fp16_util.py 30e43bcf12d042b0 unverified no licence file found · pointer only
Scene Text Image Super-resolution based on Text-conditional Diffusion Models 16 Nov 2023 toyotainfotech/stisr-tcdm/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts 24 Oct 2023 dili-lab/scandl/scandl/utils/fp16_util.py 30e43bcf12d042b0 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/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 64fff1e30802b815 ran no licence file found · pointer only
Bayesian Flow Networks 14 Aug 2023 nnaisense/bayesian-flow-networks/networks/unet_improved.py 30e43bcf12d042b0 unverified Apache-2.0 (permissive)
Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry 24 Jul 2023 enkeejunior1/Diffusion-Pullback/src/models/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting 23 Jul 2023 zsyOAOA/ResShift/models/fp16_util.py 30e43bcf12d042b0 unverified no licence file found · pointer only
Synthetic Lagrangian Turbulence by Generative Diffusion Models 17 Jul 2023 smartturb/diffusion-lagr/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Generative Semantic Communication: Diffusion Models Beyond Bit Recovery 7 Jun 2023 ispamm/gesco/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Intellectual Property Protection of Diffusion Models via the Watermark Diffusion Process 6 Jun 2023 senp98/wdm/wdm/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Image generation with shortest path diffusion 1 Jun 2023 mtkresearch/shortest-path-diffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Denoising Diffusion Models for Plug-and-Play Image Restoration 15 May 2023 yuanzhi-zhu/diffpir/guided_diffusion/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models 18 Apr 2023 yuweiyin/ttida/glide_finetune/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation 30 Mar 2023 dcdcvgroup/layout-diffusion-mindspore/layout_diffusion/fp16_util.py d36d1fd554cb479f unverified MIT (permissive)
Diff-UNet: A Diffusion Embedded Network for Volumetric Segmentation 18 Mar 2023 ge-xing/diff-unet/BTCV/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class Labels 15 Mar 2023 crosszamirski/guided-i2i/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Consistency Models 2 Mar 2023 openai/consistency_models/cm/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Unlimited-Size Diffusion Restoration 1 Mar 2023 wyhuai/ddnm/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration 30 Jan 2023 sony/gibbsddrm/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation 19 Dec 2022 researchmm/mm-diffusion/mm_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Empowering Diffusion Models on the Embedding Space for Text Generation 19 Dec 2022 zhjgao/difformer/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 1 Dec 2022 ipc-lab/deepjscc-diffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
SinDiffusion: Learning a Diffusion Model from a Single Natural Image 22 Nov 2022 weilunwang/sindiffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance 3 Oct 2022 KU-CVLAB/Self-Attention-Guidance/guided_diffusion/fp16_util.py 64fff1e30802b815 ran 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/fp16_util.py 30e43bcf12d042b0 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/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Semantic Image Synthesis via Diffusion Models 30 Jun 2022 marinadominguez/diffusion-for-us-images/semantic_diffusion_model/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
(Certified!!) Adversarial Robustness for Free! 21 Jun 2022 ethz-privsec/diffusion_denoised_smoothing/imagenet/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Diffusion Models for Video Prediction and Infilling 15 Jun 2022 Tobi-r9/RaMViD/diffusion_openai/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
Diffusion-LM Improves Controllable Text Generation 27 May 2022 xiangli1999/diffusion-lm/improved-diffusion/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified Apache-2.0 (permissive)
Accelerating Diffusion Models via Early Stop of the Diffusion Process 25 May 2022 zhaoyanglyu/early_stopped_ddpm/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT recorded; this copy not marked cleared · pointer only
Diffusion Models for Counterfactual Explanations 29 Mar 2022 guillaumejs2403/DiME/core/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Diffusion Models for Medical Anomaly Detection 8 Mar 2022 JuliaWolleb/diffusion-anomaly/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Diffusion Models for Implicit Image Segmentation Ensembles 6 Dec 2021 marrlab/dispr/guided_diffusion/fp16_util.py 64fff1e30802b815 ran Apache-2.0 (permissive)
Blended Diffusion for Text-driven Editing of Natural Images 29 Nov 2021 omriav/blended-diffusion/guided_diffusion/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Few-shot Image Generation with Mixup-based Distance Learning 23 Nov 2021 rowerliu/adbd/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
Denoising Diffusion Implicit Models 6 Oct 2020 dan8991/Image-coding-perceptual-enhancement-with-diffusion-models/improved_diffusion/fp16_util.py 30e43bcf12d042b0 unverified MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
arXiv:Xu_TopoCellGen_Generating_Histopathology_Cell_Topology_with_a_Diffusion_Model_CVPR_2025_paper Melon-Xu/TopoCellGen/guided_diffusion/fp16_util.py 64fff1e30802b815 ran MIT (permissive)
arXiv:Liu_DOLCE_A_Model-Based_Probabilistic_Diffusion_Framework_for_Limited-Angle_CT_Reconstruction_ICCV_2023_paper wustl-cig/DOLCE/guided_diffusion/fp16_util.py 64fff1e30802b815 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".

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