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expand_dims

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

expand_dims appears in the code Syntology harvested for 38 papers, as 12 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 35 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 expand_dims 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 6 of the 12 distinct code bodies named expand_dims; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
0ran
6unverified
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

38 papers shown of 38, 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
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 758116407dad6dd9 ran · our draft was wrong no licence file found · pointer only
Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model added by Syntology 2026-01 (from id) ml4bio/RiboDiffusion/diffusion/noise_schedule.py e6110366588c5c65 ran · our draft was wrong MIT (permissive)
Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model added by Syntology 2026-01 (from id) ml4bio/RiboDiffusion/sampling.py ce3c83921e12db4b unverified MIT (permissive)
GAS: Improving Discretization of Diffusion ODEs via Generalized Adversarial Solver added by Syntology 2025-10 (from id) 3145tttt/GAS/src/gas/solver_utils.py e6110366588c5c65 ran · our draft was wrong 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 5bda79d6c0eb0ae5 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong Apache-2.0 (permissive)
Improved Diffusion-based Generative Model with Better Adversarial Robustness 24 Feb 2025 kugwzk/AT_Diff/guided_diffusion/dpm_solver.py e6110366588c5c65 ran · our draft was wrong MIT (permissive)
Diffusion Twigs with Loop Guidance for Conditional Graph Generation 31 Oct 2024 Aalto-QuML/Diffusion_twigs/diffusion/noise_schedule.py e6110366588c5c65 ran · our draft was wrong MIT (permissive)
Boltzmann priors for Implicit Transfer Operators 2024-10 (from id) olsson-group/bopito/bopito/models/dpm_solve.py e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong MIT (permissive)
PFDiff: Training-free Acceleration of Diffusion Models through the Gradient Guidance of Past and Future 16 Aug 2024 identical code first harvested elsewhere 292d0a3a80570d32 unverified licence of this copy not recorded
A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models 12 Aug 2024 identical code first harvested elsewhere e6110366588c5c65 ran · our draft was wrong licence of this copy not recorded
A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models 12 Aug 2024 identical code first harvested elsewhere 292d0a3a80570d32 unverified licence of this copy not recorded
Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control 12 Jul 2024 thu-ml/Efficient-Diffusion-Alignment/dpm_solver_pytorch.py e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong no licence file found · pointer only
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 deda81553b270226 ran · violated contract MIT (permissive)
Learning to Discretize Denoising Diffusion ODEs 24 May 2024 vinhsuhi/ld3/models/latent_diff.py e6110366588c5c65 ran · our draft was wrong no licence file found · pointer only
RiboDiffusion: Tertiary Structure-based RNA Inverse Folding with Generative Diffusion Models 17 Apr 2024 ml4bio/ribodiffusion/diffusion/noise_schedule.py e6110366588c5c65 ran · our draft was wrong MIT (permissive)
RiboDiffusion: Tertiary Structure-based RNA Inverse Folding with Generative Diffusion Models 17 Apr 2024 ml4bio/ribodiffusion/sampling.py ce3c83921e12db4b unverified MIT (permissive)
QNCD: Quantization Noise Correction for Diffusion Models 28 Mar 2024 huanpengchu/qncd/ddim/dpm_solver_pytorch.py e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong no licence file found · pointer only
Make-A-Shape: a Ten-Million-scale 3D Shape Model 20 Jan 2024 autodeskailab/make-a-shape/src/networks/diffusion_network.py 755b2fe29742c385 ran · our draft was wrong licence not identified · 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 5bda79d6c0eb0ae5 ran · our draft was wrong 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 758116407dad6dd9 ran · our draft was wrong MIT (permissive)
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics 20 Oct 2023 identical code first harvested elsewhere e6110366588c5c65 ran · our draft was wrong licence of this copy not recorded
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics 20 Oct 2023 identical code first harvested elsewhere 5de61fe60d41eb55 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 deacba079baac7e9 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 e6110366588c5c65 ran · our draft was wrong no licence file found · pointer only
Fast Diffusion Model 12 Jun 2023 sail-sg/fdm/dpm_solver.py e6110366588c5c65 ran · our draft was wrong Apache-2.0 (permissive)
Implicit Transfer Operator Learning: Multiple Time-Resolution Surrogates for Molecular Dynamics 29 May 2023 olsson-group/ito/ito/model/dpm_solve.py e6110366588c5c65 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/score_sde_pytorch/uni_pc.py e6110366588c5c65 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/score_sde_pytorch/uni_pc.py 292d0a3a80570d32 unverified MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/dpm_solver.py 5bda79d6c0eb0ae5 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong MIT (permissive)
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models 2 Nov 2022 identical code first harvested elsewhere 758116407dad6dd9 ran · our draft was wrong 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 e6110366588c5c65 ran · our draft was wrong licence of this copy not recorded
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps 2 Jun 2022 thomaskerdreux/pdm_sar_insar_generation/utils/utils_sample_DPM.py b68777351ff35e18 ran · our draft was wrong MIT (permissive)
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 5de61fe60d41eb55 unverified MIT (permissive)
Pseudo Numerical Methods for Diffusion Models on Manifolds 20 Feb 2022 identical code first harvested elsewhere e6110366588c5c65 ran · our draft was wrong licence of this copy not recorded
Pseudo Numerical Methods for Diffusion Models on Manifolds 20 Feb 2022 sanster/lama-cleaner/iopaint/model/anytext/ldm/models/diffusion/dpm_solver/dpm_solver.py 5bda79d6c0eb0ae5 ran · our draft was wrong Apache-2.0 (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 e6110366588c5c65 ran · our draft was wrong MIT (permissive)
Rethinking Clustering for Robustness 13 Jun 2020 clustr-official-account/ClusTR-Clustering-Training-For-Robustness/utils/magnet_loss.py 365499eeb874b2da unverified MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/dpm_solver.py 5bda79d6c0eb0ae5 ran · our draft was wrong MIT (permissive)
arXiv:aaai_28147 kopper-xdu/Adv-Diffusion/ldm/models/diffusion/dpm_solver/dpm_solver.py 5bda79d6c0eb0ae5 ran · our draft was wrong 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 0e52e0e75c9ade14 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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