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model_wrapper

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

model_wrapper appears in the code Syntology harvested for 37 papers, as 33 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 25 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 model_wrapper 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 21 of the 33 distinct code bodies named model_wrapper; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
6ran · fixture could not drive it
14ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 48 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

37 papers shown of 37, newest first; 48 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; 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
Verified SHAP: Provable Bounds for Exact Shapley Values of Neural Networks added by Syntology 2026-05 (from id) sen-uni-kn/verishap/experiments/shaplib.py 01e18c01405f5ef8 ran MIT (permissive)
Stochastic MeanFlow Policies: One-Step Generative Control with Entropic Mirror Descent added by Syntology 2026-05 (from id) diffusionyes/MaxEntDP/jaxrl5/networks/dpm_solver_jax.py e52fc9d982e9c2a0 ran no licence file found · pointer only
GAS: Improving Discretization of Diffusion ODEs via Generalized Adversarial Solver added by Syntology 2025-10 (from id) 3145tttt/GAS/src/gas/solver_utils.py b88c65ba61b4b430 unverified MIT (permissive)
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation 9 May 2025 qiukunpeng/siamese-diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py 2961ccc57ba2220a unverified MIT (permissive)
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework 27 Mar 2025 Alpha-VLLM/Lumina-Image-2.0/transport/dpm_solver.py 3b14933b6646c3c6 unverified Apache-2.0 (permissive)
Improved Diffusion-based Generative Model with Better Adversarial Robustness 24 Feb 2025 kugwzk/AT_Diff/guided_diffusion/dpm_solver.py 4d2ed83872016780 unverified MIT (permissive)
Boltzmann priors for Implicit Transfer Operators 2024-10 (from id) olsson-group/bopito/bopito/models/dpm_solve.py bb8527ddb9080640 ran MIT (permissive)
DC-Solver: Improving Predictor-Corrector Diffusion Sampler via Dynamic Compensation 5 Sep 2024 wl-zhao/dc-solver/stable-diffusion/ldm/models/diffusion/dc_solver/dc_solver.py 3552d38797b670d4 ran · fixture could not drive it no licence file found · pointer only
DC-Solver: Improving Predictor-Corrector Diffusion Sampler via Dynamic Compensation 5 Sep 2024 wl-zhao/dc-solver/stable-diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py c38c4cd486f7a766 ran no licence file found · pointer only
PFDiff: Training-free Acceleration of Diffusion Models through the Gradient Guidance of Past and Future 16 Aug 2024 onefly123/pfdiff/uncondition/dpm-solver/PFDiff_1.py 3fbe2edeed05f669 ran · fixture could not drive it MIT (permissive)
PFDiff: Training-free Acceleration of Diffusion Models through the Gradient Guidance of Past and Future 16 Aug 2024 onefly123/PFDiff/uncondition/dpm-solver/PFDiff_1.py 0e68c8747f1cfcd9 ran · fixture could not drive it MIT (permissive)
A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models 12 Aug 2024 taehong-moon/ee-diffusion/DiT/solver/dpm_solver_pytorch.py e121bde27d71a106 ran · fixture could not drive it no licence file found · pointer only
Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control 12 Jul 2024 thu-ml/Efficient-Diffusion-Alignment/dpm_solver_pytorch.py c38c4cd486f7a766 ran no licence file found · pointer only
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process 26 Jun 2024 lin-tianyu/stable-diffusion-seg/ldm/models/diffusion/dpm_solver/dpm_solver.py c38c4cd486f7a766 ran no licence file found · pointer only
Alleviating Distortion in Image Generation via Multi-Resolution Diffusion Models and Time-Dependent Layer Normalization 13 Jun 2024 qihao067/DiMR/dpm_solver.py ace7da590f4070e0 ran Apache-2.0 (permissive)
MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation 28 May 2024 sonyresearch/mmdisco/mmdisco/models/diffusion/mmdiffusion/multimodal_dpm_solver_plus.py dc75210a9821cfbc ran · fixture could not drive it MIT (permissive)
Learning to Discretize Denoising Diffusion ODEs 24 May 2024 vinhsuhi/ld3/models/edm_uncond.py f7adf140ec2262ee ran no licence file found · pointer only
Learning to Discretize Denoising Diffusion ODEs 24 May 2024 vinhsuhi/ld3/models/latent_diff.py 4a51afc5d36d9348 ran no licence file found · pointer only
DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis 23 May 2024 tyshiwo1/dim-diffusionmamba/dpm_solver_pp.py 18e2f1d8dba04a34 ran no licence file found · pointer only
DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis 23 May 2024 tyshiwo1/dim-diffusionmamba/dpm_solver_pytorch.py 876b54273bf5ba75 ran no licence file found · pointer only
QNCD: Quantization Noise Correction for Diffusion Models 28 Mar 2024 huanpengchu/qncd/ddim/dpm_solver_pytorch.py 0e7df13e9be17236 ran MIT (permissive)
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models 12 Feb 2024 hkunlp/diffusion-of-thoughts/lib/dpm_solver_pytorch.py a94200de9f3aeda4 ran no licence file found · pointer only
QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning 6 Feb 2024 hatchetProject/QuEST/ddim/dpm_solver_pytorch.py 0e7df13e9be17236 ran no licence file found · pointer only
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs 22 Jan 2024 CompVis/stable-diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py c38c4cd486f7a766 ran no licence file found · pointer only
Learned representation-guided diffusion models for large-image generation 12 Dec 2023 cvlab-stonybrook/large-image-diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py 689a4db9cb169a33 ran no licence file found · pointer only
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics 20 Oct 2023 luchengthu/dpm-solver/examples/score_sde_jax/dpm_solver.py 6108b0e6e6095e2e ran · fixture could not drive it MIT (permissive)
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics 20 Oct 2023 luchengthu/dpm-solver/examples/score_sde_pytorch/dpm_solver.py 0e68c8747f1cfcd9 ran · fixture could not drive it MIT (permissive)
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics 20 Oct 2023 identical code first harvested elsewhere aafc0d7013851789 unverified licence of this copy not recorded
SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion Models 10 Sep 2023 scxue/sa-solver/sa_solver.py 413e45c636fb58b0 unverified MIT (permissive)
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite Images 8 Aug 2023 xavierjiezou/diffcr/core/dpm_solver_pytorch.py 9848e01415415f8a ran no licence file found · pointer only
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite Images 8 Aug 2023 xavierjiezou/diffcr/core/dpm_solver_pytorch_no_noise.py c4e49babf7143348 ran no licence file found · pointer only
Fast Diffusion Model 12 Jun 2023 sail-sg/fdm/dpm_solver.py 97b0ff6064fc438d unverified Apache-2.0 (permissive)
VideoComposer: Compositional Video Synthesis with Motion Controllability 3 Jun 2023 damo-vilab/videocomposer/artist/ops/dpm_solver.py 0e68c8747f1cfcd9 ran · fixture could not drive it MIT (permissive)
Implicit Transfer Operator Learning: Multiple Time-Resolution Surrogates for Molecular Dynamics 29 May 2023 olsson-group/ito/ito/model/dpm_solve.py bb8527ddb9080640 ran MIT (permissive)
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels 21 Feb 2023 ML-GSAI/DPT/dpm_solver_pp.py ace7da590f4070e0 ran MIT (permissive)
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels 21 Feb 2023 ML-GSAI/DPT/dpm_solver_pytorch.py b102ed94bbf0cfb9 unverified MIT (permissive)
UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models 9 Feb 2023 wl-zhao/unipc/example/score_sde_pytorch/uni_pc.py 64098eb6704a58dd ran · our draft was wrong MIT (permissive)
UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models 9 Feb 2023 wl-zhao/unipc/example/stable-diffusion/ldm/models/diffusion/uni_pc/uni_pc.py 3552d38797b670d4 ran · fixture could not drive it MIT (permissive)
UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models 9 Feb 2023 wl-zhao/UniPC/example/score_sde_pytorch/uni_pc.py 812cebe843fafdb2 unverified MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/dpm_solver.py b735ca6a5cf3d75c unverified MIT (permissive)
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation 19 Dec 2022 researchmm/mm-diffusion/mm_diffusion/dpm_solver_plus.py abb9bea94cd7c83a unverified MIT (permissive)
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models 2 Nov 2022 identical code first harvested elsewhere 6108b0e6e6095e2e ran · fixture could not drive it licence of this copy not recorded
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models 2 Nov 2022 identical code first harvested elsewhere 0e68c8747f1cfcd9 ran · fixture could not drive it licence of this copy not recorded
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps 2 Jun 2022 LuChengTHU/dpm-solver/examples/score_sde_jax/dpm_solver.py aafc0d7013851789 unverified MIT (permissive)
High-Resolution Image Synthesis with Latent Diffusion Models 20 Dec 2021 lorenzo-stacchio/Stable-Diffusion-Inpaint/ldm/models/diffusion/dpm_solver/dpm_solver.py c38c4cd486f7a766 ran MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/dpm_solver.py b735ca6a5cf3d75c unverified MIT (permissive)
arXiv:aaai_28147 kopper-xdu/Adv-Diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py 2961ccc57ba2220a unverified MIT (permissive)
arXiv:Xia_Towards_More_Accurate_Diffusion_Model_Acceleration_with_A_Timestep_Tuner_CVPR_2024_paper THU-LYJ-Lab/time-tuner/time_tuner.py 9bb61d4208c3ca5a 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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