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md5_hash

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

md5_hash appears in the code Syntology harvested for 33 papers, as 4 distinct code bodies found in 33 places (a place is one code body under one paper). At least one of them ran in 24 of the papers; 1 of the code bodies carries 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 md5_hash 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 3 of the 4 distinct code bodies named md5_hash; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
1ran
1unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 33 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

33 papers shown of 33, newest first; 33 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; 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
Latent Particle World Models: Self-supervised Object-centric Stochastic Dynamics Modeling added by Syntology 2026-03 (from id) taldatech/lpwm/modules/vision_modules.py c8d9d38b144e401f unverified MIT (permissive)
Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers added by Syntology 2026-01 (from id) FlowDPS-Inverse/FlowDPS/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
Improving Transformer World Models for Data-Efficient RL 3 Feb 2025 eloialonso/iris/src/models/tokenizer/tokenizer.py ebaf93caaa927ff9 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Generative Modeling with Explicit Memory 11 Dec 2024 lins-lab/gmem/models/lpips.py c8d9d38b144e401f unverified no licence file found · pointer only
BiDM: Pushing the Limit of Quantization for Diffusion Models 8 Dec 2024 xingyu-zheng/bidm/bidm-cifar/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
Taming Scalable Visual Tokenizer for Autoregressive Image Generation 3 Dec 2024 tencentarc/open-magvit2/src/Open_MAGVIT2/util.py 07d90bd6ae1be7db ran · our draft was wrong Apache-2.0 (permissive)
FlashAudio: Rectified Flows for Fast and High-Fidelity Text-to-Audio Generation 16 Oct 2024 Text-to-Audio/AudioLCM/ldm/util.py c8d9d38b144e401f unverified no licence file found · pointer only
Distillation of Discrete Diffusion through Dimensional Correlations 11 Oct 2024 sony/di4c/maskgit-pytorch/Network/Taming/util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Simultaneous Music Separation and Generation Using Multi-Track Latent Diffusion Models 2024-09 (from id) karchkha/msg-ld/src/utilities/tools.py c8d9d38b144e401f unverified no licence file found · pointer only
PSC: Posterior Sampling-Based Compression 13 Jul 2024 noamelata/AdaSense/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
Your Diffusion Model is Secretly a Noise Classifier and Benefits from Contrastive Training 12 Jul 2024 yunshuwu/ContrastiveDiffusionLoss/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
ControlVAR: Exploring Controllable Visual Autoregressive Modeling 14 Jun 2024 lxa9867/ControlVAR/losses/util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
Image and Video Tokenization with Binary Spherical Quantization 11 Jun 2024 zhaoyue-zephyrus/bsq-vit/transcoder/losses/lpips.py c8d9d38b144e401f unverified MIT (permissive)
Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching 1 Jun 2024 cyanbx/Frieren-V2A/Frieren/cfm/util.py c8d9d38b144e401f unverified Apache-2.0 (permissive)
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems 17 May 2024 hanyu-chen373/deepdataconsistency/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
On the Content Bias in Fréchet Video Distance 18 Apr 2024 songweige/tats/tats/modules/lpips.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension 12 Mar 2024 zh460045050/V2L-Tokenizer/models/models_v2l.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations 23 Jan 2024 mlvlab/DDMI/losses/lpips.py c8d9d38b144e401f unverified MIT (permissive)
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance 27 Dec 2023 tirer-lab/ddpg/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
TextGuard: Provable Defense against Backdoor Attacks on Text Classification 19 Nov 2023 ai-secure/textguard/hashs.py 8a14654d6fc029e2 ran fingerprinted no licence file found · pointer only
Optimal Transport-Guided Conditional Score-Based Diffusion Models 2 Nov 2023 XJTU-XGU/OTCS/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong no licence file found · pointer only
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Pairs 14 Aug 2023 wzhouxiff/restoreformerplusplus/RestoreFormer/util.py 07d90bd6ae1be7db ran · our draft was wrong Apache-2.0 (permissive)
MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies 3 Aug 2023 retrocirce/musicldm/interface/src/utilities/tools.py c8d9d38b144e401f unverified no licence file found · pointer only
Unlimited-Size Diffusion Restoration 1 Mar 2023 wyhuai/ddnm/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration 30 Jan 2023 sony/gibbsddrm/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Fast Inference in Denoising Diffusion Models via MMD Finetuning 19 Jan 2023 diegovalsesia/mmd-ddm/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
A Physics-informed Diffusion Model for High-fidelity Flow Field Reconstruction 26 Nov 2022 BaratiLab/Diffusion-based-Fluid-Super-resolution/train_ddpm/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Diffusion-GAN: Training GANs with Diffusion 5 Jun 2022 jegzheng/truncated-diffusion-probabilistic-models/functions/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Exploration into Translation-Equivariant Image Quantization 1 Dec 2021 wcshin-git/te-vqgan/taming/util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
Geometry-Free View Synthesis: Transformers and no 3D Priors 15 Apr 2021 CompVis/geometry-free-view-synthesis/geofree/util.py c8d9d38b144e401f unverified MIT (permissive)
Making Sense of CNNs: Interpreting Deep Representations & Their Invariances with INNs 4 Aug 2020 CompVis/invariances/invariances/util/ckpt_util.py 07d90bd6ae1be7db ran · our draft was wrong MIT (permissive)
arXiv:aaai_29913 clovaai/TVQ-VAE/image_generation_t/taming/util.py 07d90bd6ae1be7db ran · our draft was wrong Apache-2.0 (permissive)
arXiv:Li_MAGE_MAsked_Generative_Encoder_To_Unify_Representation_Learning_and_Image_CVPR_2023_paper LTH14/mage/taming/util.py 07d90bd6ae1be7db ran · our draft was wrong 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