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normalize_activation

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

normalize_activation appears in the code Syntology harvested for 54 papers, as 1 distinct code body found in 54 places (a place is one code body under one paper). At least one of them ran in 54 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 normalize_activation 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 1 of the 1 distinct code body named normalize_activation; 0 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
1ran
0unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 39 of the 54 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

54 papers shown of 54, newest first; 54 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. 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
ATGS: Anchored Temporal Gaussian Splatting for Long Volumetric Video Representation added by Syntology 2026-08 (from id) WuJH2001/ATGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Beyond Heuristics: Learnable Density Control for 3D Gaussian Splatting added by Syntology 2026-05 (from id) AaronNZH/LeGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
TextureSplat: Per-Primitive Texture Mapping for Reflective Gaussian Splatting 16 Jun 2025 maeyounes/texturesplat/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Deformable Beta Splatting 27 Jan 2025 RongLiu-Leo/beta-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted Apache-2.0 (permissive)
Momentum-GS: Momentum Gaussian Self-Distillation for High-Quality Large Scene Reconstruction 6 Dec 2024 Jixuan-Fan/Momentum-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Volumetrically Consistent 3D Gaussian Rasterization 4 Dec 2024 chinmay0301ucsd/Vol3DGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
Ref-GS: Directional Factorization for 2D Gaussian Splatting 1 Dec 2024 YoujiaZhang/Ref-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives 30 Nov 2024 j-alex-hanson/speedy-splat/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
SuperGaussians: Enhancing Gaussian Splatting Using Primitives with Spatially Varying Colors 28 Nov 2024 Xrvitd/SuperGaussians/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
3D Convex Splatting: Radiance Field Rendering with 3D Smooth Convexes 22 Nov 2024 convexsplatting/convex-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted Apache-2.0 (permissive)
DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes 18 Nov 2024 chengweialan/desire-gs/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Efficient Density Control for 3D Gaussian Splatting 15 Nov 2024 XiaoBin2001/EDC/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
BillBoard Splatting (BBSplat): Learnable Textured Primitives for Novel View Synthesis 13 Nov 2024 david-svitov/BBSplat/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Structure Consistent Gaussian Splatting with Matching Prior for Few-shot Novel View Synthesis 6 Nov 2024 prstrive/scgaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
GS^3: Efficient Relighting with Triple Gaussian Splatting 15 Oct 2024 gsrelight/gs-relight/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted GPL-3.0 (copyleft) · pointer only
Few-shot Novel View Synthesis using Depth Aware 3D Gaussian Splatting 14 Oct 2024 raja-kumar/depth-aware-3dgs/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted Apache-2.0 (permissive)
MVGS: Multi-view-regulated Gaussian Splatting for Novel View Synthesis 2 Oct 2024 xiaobiaodu/MVGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
MiraGe: Editable 2D Images using Gaussian Splatting 2 Oct 2024 waczjoan/mirage/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
3DGS-LM: Faster Gaussian-Splatting Optimization with Levenberg-Marquardt 19 Sep 2024 lukashoel/3dgs-lm/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Drone-assisted Road Gaussian Splatting with Cross-view Uncertainty 27 Aug 2024 sainingzhang/uc-gs/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
S4D: Streaming 4D Real-World Reconstruction with Gaussians and 3D Control Points 23 Aug 2024 hebing-sjtu/S4D/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
InstantStyle-Plus: Style Transfer with Content-Preserving in Text-to-Image Generation 30 Jun 2024 instantx-research/instantstyle-plus/src/metrics/lpips.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene Reconstruction 23 Jun 2024 CUHK-AIM-Group/LGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Taming 3DGS: High-Quality Radiance Fields with Limited Resources 21 Jun 2024 nullptr81/3dgs-accel/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View Synthesis 31 May 2024 ymhe12/GS-Phong/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
ContextGS: Compact 3D Gaussian Splatting with Anchor Level Context Model 31 May 2024 wyf0912/contextgs/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
R$^2$-Gaussian: Rectifying Radiative Gaussian Splatting for Tomographic Reconstruction 31 May 2024 caiyuanhao1998/x-gaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
DC-Gaussian: Improving 3D Gaussian Splatting for Reflective Dash Cam Videos 27 May 2024 linhanwang/DC-Gaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted CC0-1.0 (permissive)
HDR-GS: Efficient High Dynamic Range Novel View Synthesis at 1000x Speed via Gaussian Splatting 24 May 2024 caiyuanhao1998/HDR-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
D-MiSo: Editing Dynamic 3D Scenes using Multi-Gaussians Soup 23 May 2024 waczjoan/D-MiSo/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
AtomGS: Atomizing Gaussian Splatting for High-Fidelity Radiance Field 20 May 2024 RongLiu-Leo/AtomGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
CoR-GS: Sparse-View 3D Gaussian Splatting via Co-Regularization 20 May 2024 jiaw-z/CoR-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Spectrally Pruned Gaussian Fields with Neural Compensation 1 May 2024 runyiyang/sundae/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
End-to-End Rate-Distortion Optimized 3D Gaussian Representation 9 Apr 2024 ustc-imcl/rdo-gaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
3D Gaussian Splatting with Deferred Reflection 29 Apr 2024 gapszju/3DGS-DR/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Octree-GS: Towards Consistent Real-time Rendering with LOD-Structured 3D Gaussians 26 Mar 2024 city-super/Octree-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
2D Gaussian Splatting for Geometrically Accurate Radiance Fields 26 Mar 2024 hbb1/2d-gaussian-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Mini-Splatting: Representing Scenes with a Constrained Number of Gaussians 21 Mar 2024 fatpeter/mini-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Fed3DGS: Scalable 3D Gaussian Splatting with Federated Learning 18 Mar 2024 densoitlab/fed3dgs/gaussian-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Relaxing Accurate Initialization Constraint for 3D Gaussian Splatting 14 Mar 2024 KU-CVLAB/RAIN-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
Radiative Gaussian Splatting for Efficient X-ray Novel View Synthesis 7 Mar 2024 caiyuanhao1998/X-Gaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
3DGStream: On-the-Fly Training of 3D Gaussians for Efficient Streaming of Photo-Realistic Free-Viewpoint Videos 3 Mar 2024 SJoJoK/3DGStream/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
VastGaussian: Vast 3D Gaussians for Large Scene Reconstruction 27 Feb 2024 kangpeilun/VastGaussian/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted Apache-2.0 (permissive)
StopThePop: Sorted Gaussian Splatting for View-Consistent Real-time Rendering 1 Feb 2024 r4dl/stopthepop/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition 31 Jan 2024 xuhu0529/sags/gaussiansplatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
GIR: 3D Gaussian Inverse Rendering for Relightable Scene Factorization 8 Dec 2023 guduxiaolang/gir/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesis 17 Nov 2023 KeKsBoTer/c3dgs/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Scaffold-GS: Structured 3D Gaussians for View-Adaptive Rendering 30 Nov 2023 city-super/Scaffold-GS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Compact 3D Gaussian Representation for Radiance Field 22 Nov 2023 maincold2/Compact-3DGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Depth-Regularized Optimization for 3D Gaussian Splatting in Few-Shot Images 22 Nov 2023 robot0321/DepthRegularizedGS/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
Real-time Photorealistic Dynamic Scene Representation and Rendering with 4D Gaussian Splatting 16 Oct 2023 fudan-zvg/4d-gaussian-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction 22 Sep 2023 ingra14m/deformable-3d-gaussians/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted MIT (permissive)
3D Gaussian Splatting for Real-Time Radiance Field Rendering 8 Aug 2023 graphdeco-inria/gaussian-splatting/lpipsPyTorch/modules/utils.py 1dab900b2adbe38e ran fingerprinted no licence file found · pointer only
StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN 8 Mar 2022 FeiiYin/StyleHEAT/loss/lpips.py 1dab900b2adbe38e ran fingerprinted 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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