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instantiate_from_config

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

instantiate_from_config appears in the code Syntology harvested for 47 papers, as 24 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 11 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 instantiate_from_config 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 10 of the 24 distinct code bodies named instantiate_from_config; 14 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
5ran
14unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 47 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

47 papers shown of 47, newest first; 47 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; 1 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
DEMARK: A Query-Free Black-Box Attack on Deepfake Watermarking Defenses added by Syntology 2026-01 (from id) adobe/trustmark/python/trustmark/model.py ef52d142b2c30ac2 unverified no licence file found · pointer only
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors added by Syntology 13 Aug 2025 GVCLab/GSFixer/Reconstruction/gsfixer/extrapolation/extrapolator.py ef52d142b2c30ac2 unverified no licence file found · pointer only
SCFlow: Implicitly Learning Style and Content Disentanglement with Flow Models added by Syntology 2025-08 (from id) CompVis/SCFlow/scflow/cfm.py 692c94009ed723bc unverified MIT (permissive)
Hita: Holistic Tokenizer for Autoregressive Image Generation 3 Jul 2025 CVMI-Lab/Hita/hita/tokenizer/tokenizer_image/vq_model.py 57f372e8c0555c75 unverified MIT (permissive)
FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving 23 May 2025 MIV-XJTU/FSDrive/MoVQGAN/movqgan/models/vqgan.py 56014014c4ed0790 ran · our draft was wrong no licence file found · pointer only
Mean Flows for One-step Generative Modeling 19 May 2025 andypinxinliu/GestureLSM/models/config.py 16e41676220876a4 unverified MIT (permissive)
"Principal Components" Enable A New Language of Images 11 Mar 2025 visual-gen/semanticist/semanticist/engine/trainer_utils.py e6197485fe096b58 unverified MIT (permissive)
Recognition-Synergistic Scene Text Editing 11 Mar 2025 ZhengyaoFang/RS-STE/model/model.py f0ac78b4e05be194 unverified no licence file found · pointer only
Extrapolating and Decoupling Image-to-Video Generation Models: Motion Modeling is Easier Than You Think 2 Mar 2025 Chuge0335/EDG/merge/model.py ef52d142b2c30ac2 unverified MIT (permissive)
OSDFace: One-Step Diffusion Model for Face Restoration 26 Nov 2024 jkwang28/osdface/utils/common.py 192db27a22fa2a3f 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 ef52d142b2c30ac2 unverified MIT (permissive)
UniMuMo: Unified Text, Music and Motion Generation 6 Oct 2024 hanyangclarence/UniMuMo/unimumo/util.py 230615b9581d6e9d ran no licence file found · pointer only
Temporally Aligned Audio for Video with Autoregression 20 Sep 2024 ilpoviertola/V-AURA/utils/utils.py 692c94009ed723bc unverified MIT (permissive)
2S-ODIS: Two-Stage Omni-Directional Image Synthesis by Geometric Distortion Correction 16 Sep 2024 islab-sophia/2s-odis/vqgan_recompile.py f0ac78b4e05be194 unverified Apache-2.0 (permissive)
Rethinking The Training And Evaluation of Rich-Context Layout-to-Image Generation 7 Sep 2024 cplusx/rich_context_l2i/misc_utils/model_utils.py f0ac78b4e05be194 unverified no licence file found · pointer only
Scalable Autoregressive Image Generation with Mamba 22 Aug 2024 hp-l33/aim/util/helper.py f0ac78b4e05be194 unverified MIT (permissive)
Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text 25 Jun 2024 imlixinyang/director3d/modules/unet_hacked.py ef52d142b2c30ac2 unverified no licence file found · pointer only
Ouroboros3D: Image-to-3D Generation via 3D-aware Recursive Diffusion 5 Jun 2024 Costwen/Ouroboros3D/src/utils/instantiators.py dcbf30e5516a846d unverified Apache-2.0 (permissive)
Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching 1 Jun 2024 cyanbx/Frieren-V2A/Frieren/cfm/logger_maa2.py bacff385a3aaa795 unverified Apache-2.0 (permissive)
Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability 27 May 2024 opendrivelab/vista/vwm/models/diffusion.py f3ff5ab8d2f07e10 ran · our draft was wrong Apache-2.0 (permissive)
Direct3D: Scalable Image-to-3D Generation via 3D Latent Diffusion Transformer 23 May 2024 DreamTechAI/Direct3D/direct3d/utils/util.py ef52d142b2c30ac2 unverified Apache-2.0 (permissive)
FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition 22 May 2024 codegoat24/dreamtext/sgm/modules/encoders/modules.py 6d95de949d28670b ran · our draft was wrong no licence file found · pointer only
PuLID: Pure and Lightning ID Customization via Contrastive Alignment 24 Apr 2024 tothebeginning/pulid/pulid/utils.py 9d7051552589b1be ran Apache-2.0 (permissive)
InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Models 10 Apr 2024 tencentarc/instantmesh/src/utils/train_util.py ef52d142b2c30ac2 unverified Apache-2.0 (permissive)
Finding Visual Task Vectors 8 Apr 2024 alhojel/visual_task_vectors/vqgan.py f0ac78b4e05be194 unverified no licence file found · pointer only
Evolutionary Optimization of Model Merging Recipes 19 Mar 2024 sakanaai/evolutionary-model-merge/evomerge/utils.py 18d8fb19d766c90f ran Apache-2.0 (permissive)
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives 15 Mar 2024 li-ronghui/LODGE/dld/config.py ef52d142b2c30ac2 unverified no licence file found · pointer only
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension 12 Mar 2024 zh460045050/v2l-tokenizer/models/models_v2l.py f0ac78b4e05be194 unverified no licence file found · pointer only
3DTopia: Large Text-to-3D Generation Model with Hybrid Diffusion Priors 4 Mar 2024 3dtopia/3dtopia/module/nn_2d.py 733817d8d0777c77 unverified Apache-2.0 (permissive)
FiT: Flexible Vision Transformer for Diffusion Model 19 Feb 2024 whlzy/fit/fit/utils/utils.py 18d8fb19d766c90f ran Apache-2.0 (permissive)
Synchformer: Efficient Synchronization from Sparse Cues 29 Jan 2024 v-iashin/sparsesync/utils/utils.py 692c94009ed723bc unverified MIT (permissive)
MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning 19 Jan 2024 mllm-tool/mllm-tool/code/dataset/utils.py ef52d142b2c30ac2 unverified MIT (permissive)
VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models 17 Jan 2024 ailab-cvc/videocrafter/utils/utils.py ef52d142b2c30ac2 unverified no licence file found · pointer only
iFusion: Inverting Diffusion for Pose-Free Reconstruction from Sparse Views 28 Dec 2023 chinhsuanwu/ifusion/ldm/util.py e1fe8323a9d1d27a unverified MIT (permissive)
StyleCrafter: Enhancing Stylized Text-to-Video Generation with Style Adapter 1 Dec 2023 GongyeLiu/StyleCrafter/utils/utils.py ef52d142b2c30ac2 unverified Apache-2.0 (permissive)
Instruct Me More! Random Prompting for Visual In-Context Learning 7 Nov 2023 jackieam/inmemo/vqgan.py f0ac78b4e05be194 unverified no licence file found · pointer only
arXiv:2311.01015 2023-11 (from id) jpthu17/GraphMotion/GraphMotion/config.py ef52d142b2c30ac2 unverified Apache-2.0 (permissive)
HumanTOMATO: Text-aligned Whole-body Motion Generation 19 Oct 2023 IDEA-Research/HumanTOMATO/OpenTMA/tma/config.py 1baed29ece06b185 ran licence not identified · pointer only
Autoregressive Omni-Aware Outpainting for Open-Vocabulary 360-Degree Image Generation 7 Sep 2023 zhuqiangLu/AOG-NET-360/utils/config_utils.py bfd972e8e666fa20 ran no licence file found · pointer only
Dual Associated Encoder for Face Restoration 14 Aug 2023 LIAGM/DAEFR/main_DAEFR.py 949145461ed16b1e ran · our draft was wrong no licence file found · pointer only
MotionGPT: Human Motion as a Foreign Language 26 Jun 2023 openmotionlab/motiongpt/mGPT/config.py 4c5959826374192f unverified MIT (permissive)
Renderable Neural Radiance Map for Visual Navigation 1 Mar 2023 intelligolabs/Le-RNR-Map/src/models/autoencoder/gsn/generator.py a1df487b3854a798 unverified no licence file found · pointer only
What Makes Good Examples for Visual In-Context Learning? 31 Jan 2023 zhangyuanhan-ai/visual_prompt_retrieval/vqgan.py f0ac78b4e05be194 unverified CC0-1.0 (permissive)
Discrete Contrastive Diffusion for Cross-Modal Music and Image Generation 15 Jun 2022 l-yezhu/cdcd/synthesis/modeling/transformers/diffusion_d2m.py 178128dbd7d43112 unverified no licence file found · pointer only
RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs 17 Jan 2022 wzhouxiff/restoreformer/RestoreFormer/models/vqgan_v1.py ba07a5ae5fe07704 ran · our draft was wrong Apache-2.0 (permissive)
Exploration into Translation-Equivariant Image Quantization 1 Dec 2021 wcshin-git/te-vqgan/taming/models/vqgan.py f0ac78b4e05be194 unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 vainf/diff-pruning/ldm_exp/ldm/models/diffusion/ddpm.py ef52d142b2c30ac2 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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