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mean_flat

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

mean_flat appears in the code Syntology harvested for 53 papers, as 10 distinct code bodies found in 53 places (a place is one code body under one paper). At least one of them ran in 52 of the papers; 9 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 mean_flat 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 9 of the 10 distinct code bodies named mean_flat; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
8ran · our draft was wrong
0ran · fixture could not drive it
0ran
1unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 53 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

53 papers shown of 53, newest first; 53 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 7 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
MRIComp4Flow: Compression of 3D Brain MRI for Training Multi-Modal Generative Models added by Syntology 2026-08 (from id) lisafis/MRIComp4Flow/guided_diffusion/wfm.py 158a4cd546864d47 ran · our draft was wrong fingerprinted MIT (permissive)
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) vimar-gu/MinimaxDiffusion/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
CAB: Accelerating Flow and Diffusion Sampling via Rectification and Corrected Adams-Bashforth added by Syntology 2026-05 (from id) Anuska-Roy/CAB/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Variational Flow Maps: Make Some Noise for One-Step Conditional Generation added by Syntology 2026-03 (from id) abbasmammadov/VFM/loss.py 113e3a84f65fdd5c ran · our draft was wrong fingerprinted MIT (permissive)
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies added by Syntology 2026-03 (from id) RoboMME/MemoryVLA/action_model/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Shortcutting Pre-trained Flow Matching Diffusion Models is Almost Free Lunch added by Syntology 2025-10 (from id) ali-vilab/TeaCache/videosys/schedulers/scheduling_rflow_open_sora.py 46bc9467241a8d15 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning added by Syntology 2025-08 (from id) MichaelMaiii/SynBrain/src/s2n/loss.py dd96bc6c07c85dae ran · our draft was wrong fingerprinted MIT (permissive)
Learning to Integrate Diffusion ODEs by Averaging the Derivatives 20 May 2025 poppuppy/secant-expectation/transport/transport.py b883daa24762cb05 ran · our draft was wrong fingerprinted no licence file found · pointer only
Mean Flows for One-step Generative Modeling 19 May 2025 andypinxinliu/GestureLSM/models/MeanFlow.py dd96bc6c07c85dae ran · our draft was wrong fingerprinted MIT (permissive)
Unified Continuous Generative Models 12 May 2025 LINs-Lab/UCGM/methodes/unigen.py dd96bc6c07c85dae ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
No Other Representation Component Is Needed: Diffusion Transformers Can Provide Representation Guidance by Themselves 5 May 2025 vvvvvjdy/sra/SiT-SRA_DTS_AS/loss.py 9b73352352dc3d0e ran · our draft was wrong fingerprinted MIT (permissive)
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework 27 Mar 2025 Alpha-VLLM/Lumina-Image-2.0/transport/utils.py b883daa24762cb05 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection 25 Mar 2025 farzad-bz/DeCo-Diff/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2503.12450 2025-03 (from id) feihongyan1/LazyMAR/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
LightGen: Efficient Image Generation through Knowledge Distillation and Direct Preference Optimization 11 Mar 2025 xianfengwu01/lightgen/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search 31 Jan 2025 shim0114/T2V-Diffusion-Search/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Remix-DiT: Mixing Diffusion Transformers for Multi-Expert Denoising 7 Dec 2024 vainf/remix-dit/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal Learning 19 Nov 2024 tsinghua-fib-lab/UrbanDiT/src/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Continuous Speculative Decoding for Autoregressive Image Generation 18 Nov 2024 markxcloud/cspd/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Geometric Trajectory Diffusion Models 16 Oct 2024 hanjq17/GeoTDM/diffusion/GeoTDM.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
HART: Efficient Visual Generation with Hybrid Autoregressive Transformer 14 Oct 2024 mit-han-lab/hart/hart/modules/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think 9 Oct 2024 sihyun-yu/REPA/loss.py dd96bc6c07c85dae ran · our draft was wrong fingerprinted MIT (permissive)
Dynamic Diffusion Transformer 4 Oct 2024 nus-hpc-ai-lab/dynamic-diffusion-transformer/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
HarmoniCa: Harmonizing Training and Inference for Better Feature Caching in Diffusion Transformer Acceleration 2 Oct 2024 modeltc/harmonica/train_router.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
FlowTurbo: Towards Real-time Flow-Based Image Generation with Velocity Refiner 26 Sep 2024 shiml20/FlowTurbo/transport/utils.py b883daa24762cb05 ran · our draft was wrong fingerprinted MIT (permissive)
Playground v3: Improving Text-to-Image Alignment with Deep-Fusion Large Language Models 16 Sep 2024 yuchuantian/u-dit/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing 12 Sep 2024 DZY122/DiTAS/LinearQuant.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Efficient Diffusion Transformer with Step-wise Dynamic Attention Mediators 11 Aug 2024 leaplabthu/attention-mediators/attention_mediator/transport/utils.py b883daa24762cb05 ran · our draft was wrong fingerprinted no licence file found · pointer only
LaMamba-Diff: Linear-Time High-Fidelity Diffusion Models Based on Local Attention and Mamba 5 Aug 2024 yunxiangfu2001/lamamba-diff/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Few-shot Defect Image Generation based on Consistency Modeling 1 Aug 2024 ffdd-diffusion/defectdiffu/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Scaling Diffusion Transformers to 16 Billion Parameters 16 Jul 2024 feizc/dit-moe/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
FORA: Fast-Forward Caching in Diffusion Transformer Acceleration 1 Jul 2024 prathebaselva/fora/src/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers 25 Jun 2024 juanerx/q-dit/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
TerDiT: Ternary Diffusion Models with Transformers 23 May 2024 Lucky-Lance/TerDiT/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Diffusion-RWKV: Scaling RWKV-Like Architectures for Diffusion Models 6 Apr 2024 feizc/diffusion-rwkv/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
AddSR: Accelerating Diffusion-based Blind Super-Resolution with Adversarial Diffusion Distillation 2 Apr 2024 identical code first harvested elsewhere f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Denoising Monte Carlo Renders with Diffusion Models 30 Mar 2024 vibe007/Denoising_MC_Renders_Diffusion/deepfloyd_if/model/nn.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Switch Diffusion Transformer: Synergizing Denoising Tasks with Sparse Mixture-of-Experts 14 Mar 2024 byeongjun-park/Switch-DiT/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
DiffuCOMET: Contextual Commonsense Knowledge Diffusion 26 Feb 2024 Silin159/DiffuCOMET/src/modeling/diffusion/gaussian_diffusion.py 261b09e919a04e10 ran · our draft was wrong fingerprinted no licence file found · pointer only
ProLLaMA: A Protein Language Model for Multi-Task Protein Language Processing 2024-02 (from id) linzy19/taxdiff/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
Scalable Diffusion Models with State Space Backbone 8 Feb 2024 feizc/dis/diffusion/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers 16 Jan 2024 willisma/sit/transport/utils.py b883daa24762cb05 ran · our draft was wrong fingerprinted MIT (permissive)
DiffiT: Diffusion Vision Transformers for Image Generation 4 Dec 2023 nvlabs/diffit/diffit/gaussian_diffusion.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Adversarial Diffusion Distillation 28 Nov 2023 identical code first harvested elsewhere f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL 6 Oct 2023 yueyang130/seem/diff-QL/diffusion/diffusion.py 7be99da802eeda95 ran · honoured contract fingerprinted no licence file found · pointer only
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion 5 Oct 2023 deep-floyd/IF/deepfloyd_if/model/nn.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Semi-Implicit Denoising Diffusion Models (SIDDMs) 21 Jun 2023 identical code first harvested elsewhere f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Spatio-temporal Diffusion Point Processes 21 May 2023 identical code first harvested elsewhere f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Avatars Grow Legs: Generating Smooth Human Motion from Sparse Tracking Inputs with Diffusion Model 17 Apr 2023 identical code first harvested elsewhere f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted licence of this copy not recorded
$\infty$-Diff: Infinite Resolution Diffusion with Subsampled Mollified States 31 Mar 2023 samb-t/infty-diff/diffusion.py 5c18ee301c13b87f unverified MIT (permissive)
Person Image Synthesis via Denoising Diffusion Model 22 Nov 2022 ankanbhunia/PIDM/models/nn.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:openreview_utRSxIkoSJ hustyyq/ConceptTok/repa-sae/loss.py dd96bc6c07c85dae ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:Go_Towards_Practical_Plug-and-Play_Diffusion_Models_CVPR_2023_paper riiid/PPAP/deepfloyd_if/model/nn.py f6d7c009a8efb8b7 ran · our draft was wrong fingerprinted Apache-2.0 (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