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import_model_class_from_model_name_or_path

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

import_model_class_from_model_name_or_path appears in the code Syntology harvested for 64 papers, as 19 distinct code bodies found in 67 places (a place is one code body under one paper). At least one of them ran in 3 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 import_model_class_from_model_name_or_path 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 19 distinct code bodies named import_model_class_from_model_name_or_path; 16 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
3ran
16unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 67 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

64 papers shown of 64, newest first; 67 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 4 papers added by Syntology; 5 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
Dotting the Eye: An Intent-Driven Image Retouching Agent for Visual Focus Enhancement added by Syntology 2026-09 (from id) DragonisCV/EyeControl/src/pipelines/text_encoder.py 212f670149d23d38 unverified no licence file found · pointer only
Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models added by Syntology 2025-11 (from id) KU-VGI/APDM/train_dreambooth.py 0eb3e94e8635150e unverified no licence file found · pointer only
Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models added by Syntology 2025-10 (from id) aailab-kaist/DATE/ImageReward/ReFL_SDXL.py 01e3b39e9e10abfb unverified Apache-2.0 (permissive)
ConceptSplit: Decoupled Multi-Concept Personalization of Diffusion Models via Token-wise Adaptation and Attention Disentanglement added by Syntology 2025-10 (from id) KU-VGI/ConceptSplit/training_scripts/train_dreambooth_lora_habin.py 0eb3e94e8635150e unverified MIT (permissive)
T-LoRA: Single Image Diffusion Model Customization Without Overfitting 8 Jul 2025 controlgenai/t-lora/flux/model/utils.py 73efbb8c8b18fb89 unverified MIT (permissive)
CAT: Contrastive Adversarial Training for Evaluating the Robustness of Protective Perturbations in Latent Diffusion Models 11 Feb 2025 senp98/cat/code/finetune_dreambooth_cat/train_dreambooth_cat.py 0eb3e94e8635150e unverified MIT (permissive)
EraseAnything: Enabling Concept Erasure in Rectified Flow Transformers 29 Dec 2024 tomguluson92/eraseanything/train_flux_lora.py 212f670149d23d38 unverified BSD-3-Clause (permissive)
CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up 20 Dec 2024 huage001/clear/distill.py 212f670149d23d38 unverified Apache-2.0 (permissive)
LAION-SG: An Enhanced Large-Scale Dataset for Training Complex Image-Text Models with Structural Annotations 11 Dec 2024 mengcye/LAION-SG/trainer_laion.py 5fc36bbf7ad81a90 unverified MIT (permissive)
Tactile DreamFusion: Exploiting Tactile Sensing for 3D Generation 9 Dec 2024 ruihangao/tactiledreamfusion/TextureDreambooth/train_dreambooth.py 2f00b39db5a81466 unverified MIT (permissive)
CHOICE: Benchmarking the Remote Sensing Capabilities of Large Vision-Language Models 27 Nov 2024 shawnan-whu/choice/ms-swift/swift/aigc/diffusers/train_controlnet.py 1405282d2c0ce92b unverified MIT (permissive)
MARVEL-40M+: Multi-Level Visual Elaboration for High-Fidelity Text-to-3D Content Creation 26 Nov 2024 SadilKhan/MARVEL-FX3D/src/fine_tuning/lora_sd3.py c9897b766a99d6f2 unverified MIT (permissive)
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis 25 Nov 2024 gohyojun15/SplatFlow/model/multiview_rf/load_mv_sd3.py 8bb8a6da53b10ad3 unverified no licence file found · pointer only
Zoomed In, Diffused Out: Towards Local Degradation-Aware Multi-Diffusion for Extreme Image Super-Resolution 18 Nov 2024 Brian-Moser/zido/train_seesr.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
SceneCraft: Layout-Guided 3D Scene Generation 11 Oct 2024 orangesodahub/scenecraft/scenecraft/finetune/train_controlnet_sd.py 2f00b39db5a81466 unverified MIT (permissive)
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation 9 Oct 2024 yangling0818/itercomp/Iterative_feedback/feedback_train.py 01e3b39e9e10abfb unverified MIT (permissive)
TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation 8 Oct 2024 kwongihyun/tweediemix/concept_training/diffusers_training_xl_new.py 86965b6bae051ea4 unverified no licence file found · pointer only
Image Watermarks are Removable Using Controllable Regeneration from Clean Noise 7 Oct 2024 yepengliu/ctrlregen/train/train_spatial.py f18f97dbadfa6ce4 ran no licence file found · pointer only
AudioEditor: A Training-Free Diffusion-Based Audio Editing Framework 2024-09 (from id) nku-hlt/audioeditor/auffusion/auffusion_pipeline.py 7b5507f54295c760 ran licence not identified · pointer only
High-Frequency Anti-DreamBooth: Robust Defense against Personalized Image Synthesis 12 Sep 2024 mti-lab/HF-ADB/attacks/hfadb.py 2f00b39db5a81466 unverified GPL-3.0 (copyleft) · pointer only
Kvasir-VQA: A Text-Image Pair GI Tract Dataset 2 Sep 2024 simula/Kvasir-VQA/imagen/fine_tune_dreambooth_lora_sd3.py 8bb8a6da53b10ad3 unverified no licence file found · pointer only
Prompt-Agnostic Adversarial Perturbation for Customized Diffusion Models 20 Aug 2024 vancyland/prompt-agnostic-adversarial-perturbation-for-customized-diffusion-models.github.io/train_dreambooth.py 2f00b39db5a81466 unverified GPL-3.0 (copyleft) · pointer only
ControlNeXt: Powerful and Efficient Control for Image and Video Generation 12 Aug 2024 dvlab-research/controlnext/ControlNeXt-SD1.5-Training/train_controlnext.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
ControlNeXt: Powerful and Efficient Control for Image and Video Generation 12 Aug 2024 dvlab-research/controlnext/ControlNeXt-SDXL-Training/train_controlnext.py 86965b6bae051ea4 unverified Apache-2.0 (permissive)
ControlNeXt: Powerful and Efficient Control for Image and Video Generation 12 Aug 2024 dvlab-research/controlnext/ControlNeXt-SD1.5-Training/run_controlnext.py 1f631e56c6e042ac unverified Apache-2.0 (permissive)
Subject-driven Text-to-Image Generation via Preference-based Reinforcement Learning 16 Jul 2024 andrew-miao/RPO/train_sdxl.py 39503ff32cc75614 unverified MIT (permissive)
DataDream: Few-shot Guided Dataset Generation 15 Jul 2024 explainableml/datadream/DataDream/datadream.py 0eb3e94e8635150e unverified no licence file found · pointer only
Low-Rank Interconnected Adaptation across Layers 13 Jul 2024 yibozhong/lily/subject-driven-generation/train_lily.py 86965b6bae051ea4 unverified no licence file found · pointer only
Powerful and Flexible: Personalized Text-to-Image Generation via Reinforcement Learning 9 Jul 2024 wfanyue/DPG-T2I-Personalization/train_dreambooth_dpg.py 0eb3e94e8635150e unverified no licence file found · pointer only
UltraEdit: Instruction-based Fine-Grained Image Editing at Scale 7 Jul 2024 pkunlp-icler/ultraedit/traning/train_sdxl_pix2pix.py dd89dacf389e9e01 ran no licence file found · pointer only
MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation? 5 Jul 2024 MJ-Bench/MJ-Bench/experimental/dpo_finetune.py 1f631e56c6e042ac unverified MIT (permissive)
PartCraft: Crafting Creative Objects by Parts 5 Jul 2024 kamwoh/partcraft/src/train_dreamcreature_sdxl.py 3e5820bc7b0d94ff unverified no licence file found · pointer only
PID: Prompt-Independent Data Protection Against Latent Diffusion Models 14 Jun 2024 PKU-ML/Diffusion-PID-Protection/train_dreambooth.py 0eb3e94e8635150e unverified no licence file found · pointer only
Mixture-of-Subspaces in Low-Rank Adaptation 16 Jun 2024 wutaiqiang/moslora/subject_driven_generation/train_dreambooth_lora_sdxl.py 86965b6bae051ea4 unverified no licence file found · pointer only
Interpreting the Weight Space of Customized Diffusion Models 13 Jun 2024 snap-research/weights2weights/train_dreambooth.py 2f00b39db5a81466 unverified no licence file found · pointer only
LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videos 22 May 2024 magic-research/lightningdrag/utils/utils.py 1405282d2c0ce92b unverified Apache-2.0 (permissive)
Curriculum Direct Preference Optimization for Diffusion and Consistency Models 22 May 2024 croitorualin/curriculum-dpo/train_stablediffusion.py 3a3852d78600db34 unverified licence not identified · pointer only
AquaLoRA: Toward White-box Protection for Customized Stable Diffusion Models via Watermark LoRA 2024-05 (from id) georgefwt/aqualora/train/rob_enhance_finetune.py 0eb3e94e8635150e unverified no licence file found · pointer only
Perturbing Attention Gives You More Bang for the Buck: Subtle Imaging Perturbations That Efficiently Fool Customized Diffusion Models 23 Apr 2024 CO2-cityao/CAAT/CAAT.py 2f00b39db5a81466 unverified MIT (permissive)
ControlNet++: Improving Conditional Controls with Efficient Consistency Feedback 11 Apr 2024 liming-ai/ControlNet_Plus_Plus/train/train_controlnet.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
Drag Your Noise: Interactive Point-based Editing via Diffusion Semantic Propagation 1 Apr 2024 haofengl/dragnoise/lora/train_dreambooth_lora.py 0eb3e94e8635150e unverified no licence file found · pointer only
Attention Calibration for Disentangled Text-to-Image Personalization 27 Mar 2024 monalissaa/disendiff/src/diffusers_training.py 2f00b39db5a81466 unverified MIT (permissive)
Improving Diffusion Models's Data-Corruption Resistance using Scheduled Pseudo-Huber Loss 25 Mar 2024 kabachuha/SPHL-for-stable-diffusion/train_dreambooth_lora.py 0eb3e94e8635150e unverified no licence file found · pointer only
Implicit Style-Content Separation using B-LoRA 21 Mar 2024 yardenfren1996/B-LoRA/train_dreambooth_b-lora_sdxl.py 86965b6bae051ea4 unverified MIT (permissive)
DiLightNet: Fine-grained Lighting Control for Diffusion-based Image Generation 19 Feb 2024 iamNCJ/DiLightNet/train/train_controlnet.py 1f631e56c6e042ac unverified MIT (permissive)
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models 19 Feb 2024 SHI-Labs/Forget-Me-Not/src/train_attn.py 2f00b39db5a81466 unverified MIT (permissive)
RotationDrag: Point-based Image Editing with Rotated Diffusion Features 12 Jan 2024 tony-lowe/rotationdrag/lora/train_dreambooth_lora.py 0eb3e94e8635150e unverified Apache-2.0 (permissive)
Improving the Stability and Efficiency of Diffusion Models for Content Consistent Super-Resolution 30 Dec 2023 csslc/ccsr/train_ccsr_stage1.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
SimAC: A Simple Anti-Customization Method for Protecting Face Privacy against Text-to-Image Synthesis of Diffusion Models 13 Dec 2023 somuchtome/simac/train_dreambooth.py 2f00b39db5a81466 unverified no licence file found · pointer only
SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation 8 Dec 2023 vinairesearch/swiftbrush/train_swiftbrush.py a9091b7ab048802c unverified licence not identified · pointer only
DiffusionSat: A Generative Foundation Model for Satellite Imagery 6 Dec 2023 samar-khanna/diffusionsat/train_controlnet.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion? 30 Nov 2023 zhengyuezhao/gridpure/train_text_to_image_lora.py 0eb3e94e8635150e unverified MIT (permissive)
Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion? 30 Nov 2023 zhengyuezhao/gridpure/poison_adv.py 2f00b39db5a81466 unverified MIT (permissive)
IMMA: Immunizing text-to-image Models against Malicious Adaptation 30 Nov 2023 zhengyjzoe/imma/train/defend_dreambooth.py 0eb3e94e8635150e unverified Apache-2.0 (permissive)
SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution 27 Nov 2023 cswry/seesr/train_seesr.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
Targeted Attack Improves Protection against Unauthorized Diffusion Customization 7 Oct 2023 caradryanliang/improvedadvdm/attacks/aspl_lora.py 2f00b39db5a81466 unverified no licence file found · pointer only
HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models 13 Jul 2023 KohakuBlueleaf/HyperKohaku/train_hyperdreambooth.py 0eb3e94e8635150e unverified Apache-2.0 (permissive)
Controlling Text-to-Image Diffusion by Orthogonal Finetuning 12 Jun 2023 zeju1997/oft/oft-db/hyperparameter_oft.py 2f00b39db5a81466 unverified MIT (permissive)
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models 12 Jun 2023 IBM/villandiffusion/caption_sim.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
Cones 2: Customizable Image Synthesis with Multiple Subjects 30 May 2023 ali-vilab/cones-v2/train_cones2.py 0eb3e94e8635150e unverified MIT (permissive)
ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation 12 Apr 2023 THUDM/ImageReward/ImageReward/ReFL_SDXL.py 01e3b39e9e10abfb unverified Apache-2.0 (permissive)
SINE: SINgle Image Editing with Text-to-Image Diffusion Models 8 Dec 2022 zhang-zx/sine/diffusers_sample.py 2f00b39db5a81466 unverified MIT (permissive)
arXiv:Wu_SeeSR_Towards_Semantics-Aware_Real-World_Image_Super-Resolution_CVPR_2024_paper cswry/SeeSR/train_seesr.py 2f00b39db5a81466 unverified Apache-2.0 (permissive)
arXiv:Wang_SleeperMark_Towards_Robust_Watermark_against_Fine-Tuning_Text-to-image_Diffusion_Models_CVPR_2025_paper taco-group/SleeperMark/Stage2/dm_finetune.py 9ac7d5a87c92fe8f unverified Apache-2.0 (permissive)
arXiv:Huang_ArtEditor_Learning_Customized_Instructional_Image_Editor_from_Few-Shot_Examples_ICCV_2025_paper showlab/PhotoDoodle/train_lora_flux_pe.py 212f670149d23d38 unverified MIT (permissive)
arXiv:Han_UIBDiffusion_Universal_Imperceptible_Backdoor_Attack_for_Diffusion_Models_CVPR_2025_paper TheLaoLab/UIBDiffusion/caption_sim.py 2f00b39db5a81466 unverified MIT (permissive)
arXiv:01705 yangxy/PASD/train_pasd.py 1f631e56c6e042ac unverified 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".

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